Artificial intelligence in healthcare (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Artificial intelligence in healthcare" in English language version.

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Banko M, Brill E (July 2001). "Scaling to very very large corpora for natural language disambiguation" (PDF). Proceedings of the 39th Annual Meeting on Association for Computational Linguistics. Association for Computational Linguistics: 26–33. Archived from the original (PDF) on 2019-04-07. Retrieved 2019-04-07.

arxiv.org

Bennett CC, Doub TW, Selove R (April 2012). "EHRs connect research and practice: Where predictive modeling, artificial intelligence, and clinical decision support intersect". Health Policy and Technology. 1 (2): 105–114. arXiv:1204.4927. doi:10.1016/j.hlpt.2012.03.001. ISSN 2211-8837. S2CID 25022446.
Nguyen HD, Clément M, Mansencal B, Coupé P (21 September 2021). Deep Grading Based on Collective Artificial Intelligence for AD Diagnosis and Prognosis. Interpretability of Machine Intelligence in Medical Image Computing, and Topological Data Analysis and Its Applications for Medical Data. Springer, Cham. pp. 24–33. arXiv:2211.15192. doi:10.1007/978-3-030-87444-5_3.
Fisher CK, Smith AM, Walsh JR (September 2019). "Machine learning for comprehensive forecasting of Alzheimer's Disease progression". Scientific Reports. 9 (1): 13622. arXiv:1807.03876. Bibcode:2019NatSR...913622F. doi:10.1038/s41598-019-49656-2. PMC 6754403. PMID 31541187.

bbc.com

"Scientists excited by AI tool that grades severity of rare cancer". BBC News. 2023-11-01. Retrieved 2023-11-12.

cam.ac.uk

repository.cam.ac.uk

McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144.

cambridge.org

"Cambridge Core - Journals & Books Online | Cambridge University Press". Cambridge Core. Retrieved 2022-12-17.

dailydot.com

Crimmins T (2023-05-30). "'This robot causes harm': National Eating Disorders Association's new chatbot advises people with disordering eating to lose weight". The Daily Dot. Retrieved 2023-06-02.

doi.org

Mullainathan S, Obermeyer Z (May 2022). "Solving medicine's data bottleneck: Nightingale Open Science". Nature Medicine. 28 (5): 897–899. doi:10.1038/s41591-022-01804-4. PMID 35534570. S2CID 248668494.
Jimma BL (2023-01-16). "Artificial intelligence in healthcare: A bibliometric analysis". Telematics and Informatics Reports. 9: 100041. doi:10.1016/j.teler.2023.100041.
Lyakhova UA, Lyakhov PA (August 2024). "Systematic review of approaches to detection and classification of skin cancer using artificial intelligence: Development and prospects". Computers in Biology and Medicine. 178: 108742. doi:10.1016/j.compbiomed.2024.108742. PMID 38875908.
Sankar H, Alagarsamy R, Lal B, Rana SS, Roychoudhury A, Agrawal A, et al. (2024). "Role of artificial intelligence in treatment planning and outcome prediction of jaw corrective surgeries using 3-D imaging: A systematic review". Oral Surgery, Oral Medicine, Oral Pathology, and Oral Radiology. 139 (3): 299–310. doi:10.1016/j.oooo.2024.09.010. PMID 39701860.
Qiu Y, Cheng F (April 2024). "Artificial intelligence for drug discovery and development in Alzheimer's disease". Current Opinion in Structural Biology. 85: 102776. doi:10.1016/j.sbi.2024.102776. PMID 38335558.
Ghanem M, Ghaith AK, Bydon M (2024). "Artificial intelligence and personalized medicine: transforming patient care". The New Era of Precision Medicine. Elsevier. pp. 131–142. doi:10.1016/b978-0-443-13963-5.00012-1. ISBN 978-0-443-13963-5. Retrieved 2024-10-10.
Snider V, Homsi K, Kusnoto B, Atsawasuwan P, Viana G, Allareddy V, et al. (May 2024). "Clinical evaluation of Artificial Intelligence Driven Remote Monitoring technology for assessment of patient oral hygiene during orthodontic treatment". American Journal of Orthodontics and Dentofacial Orthopedics. 165 (5): 586–592. doi:10.1016/j.ajodo.2023.12.008. PMID 38363256.
Adams SJ, Henderson RD, Yi X, Babyn P (February 2021). "Artificial Intelligence Solutions for Analysis of X-ray Images". Canadian Association of Radiologists Journal. 72 (1): 60–72. doi:10.1177/0846537120941671. PMID 32757950. S2CID 221036912.
Floridi L, Luetge C, Pagallo U, Schafer B, Valcke P, Vayena E, et al. (2019-09-01). "Key Ethical Challenges in the European Medical Information Framework". Minds and Machines. 29 (3): 355–371. doi:10.1007/s11023-018-9467-4. hdl:2318/1728336. ISSN 1572-8641. S2CID 49668711.
Petersson L, Larsson I, Nygren JM, Nilsen P, Neher M, Reed JE, et al. (July 2022). "Challenges to implementing artificial intelligence in healthcare: a qualitative interview study with healthcare leaders in Sweden". BMC Health Services Research. 22 (1): 850. doi:10.1186/s12913-022-08215-8. PMC 9250210. PMID 35778736.
Andrew Wong; Erkin Otles; John P. Donnelly; Andrew Krumm; Jeffrey McCullough; Olivia DeTroyer-Cooley; Justin Pestrue; Marie Phillips; Judy Konye; Carleen Penoza; Muhammad Ghous; Karandeep Singh (June 21, 2021). "External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients". JAMA Internal Medicine. 181 (8): 1065–1070. doi:10.1001/jamainternmed.2021.2626. PMC 8218233. PMID 34152373.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Vo V, Chen G, Aquino YS, Carter SM, Do QN, Woode ME (December 2023). "Multi-stakeholder preferences for the use of artificial intelligence in healthcare: A systematic review and thematic analysis". Social Science & Medicine. 338 (1): 116357. doi:10.1016/j.socscimed.2023.116357. PMID 37949020.
Matthew B. A. McDermott, et al. (March 24, 2021). "Reproducibility in machine learning for health research: Still a ways to go". Science Translational Medicine. 13 (586). doi:10.1126/scitranslmed.abb1655. PMID 33762434.
Varoquaux G, Cheplygina V (April 12, 2022). "Machine learning for medical imaging: methodological failures and recommendations for the future". npj Digital Medicine. 5 (48): 48. doi:10.1038/s41746-022-00592-y. PMC 9005663. PMID 35413988.
Sohn E (January 9, 2023). "The reproducibility issues that haunt health-care AI". Nature. 613 (7943): 402–403. Bibcode:2023Natur.613..402S. doi:10.1038/d41586-023-00023-2. PMID 36624237.
Alowais SA, Alghamdi SS, Alsuhebany N, Alqahtani T, Alshaya AI, Almohareb SN, et al. (September 2023). "Revolutionizing healthcare: the role of artificial intelligence in clinical practice". BMC Medical Education. 23 (1): 689. doi:10.1186/s12909-023-04698-z. PMC 10517477. PMID 37740191.
Liang H, Tsui BY, Ni H, Valentim CC, Baxter SL, Liu G, et al. (March 2019). "Evaluation and accurate diagnoses of pediatric diseases using artificial intelligence". Nature Medicine. 25 (3): 433–438. doi:10.1038/s41591-018-0335-9. PMID 30742121. S2CID 59945159.
Li Q, Yang X, Xu J, Guo Y, He X, Hu H, et al. (August 2023). "Early prediction of Alzheimer's disease and related dementias using real-world electronic health records". Alzheimer's & Dementia. 19 (8): 3506–3518. doi:10.1002/alz.12967. PMC 10976442. PMID 36815661. S2CID 257101613.
Ayers JW, Poliak A, Dredze M, Leas EC, Zhu Z, Kelley JB, et al. (2023). "Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum". JAMA Internal Medicine. 183 (6): 589–596. doi:10.1001/jamainternmed.2023.1838. PMC 10148230. PMID 37115527.
Ramezanpour A, Beam AL, Chen JH, Mashaghi A (November 2020). "Statistical Physics for Medical Diagnostics: Learning, Inference, and Optimization Algorithms". Diagnostics. 10 (11): 972. doi:10.3390/diagnostics10110972. PMC 7699346. PMID 33228143.
Fayanju OM, Haut ER, Itani K (March 2025). "Practical Guide to Clinical Big Data Sources". JAMA Surg. 160 (3): 344–346. doi:10.1001/jamasurg.2024.6006. PMID 39775674.
Ferrante FE (June 2005). "Evolving telemedicine/ehealth technology". Telemedicine Journal and e-Health. 11 (3): 370–383. doi:10.1089/tmj.2005.11.370. PMID 16035932.
Medrano IH, Guijarro JT, Belda C, Ureña A, Salcedo I, Anke LE, et al. (2018). "Savana: Re-using Electronic Health Records with Artificial Intelligence". International Journal of Interactive Multimedia and Artificial Intelligence. 4 (7): 8–12. doi:10.9781/ijimai.2017.03.001. ISSN 1989-1660.
Eren A, Subasi A, Coskun O (February 2008). "A decision support system for telemedicine through the mobile telecommunications platform". Journal of Medical Systems. 32 (1): 31–35. doi:10.1007/s10916-007-9104-x. PMID 18333403. S2CID 11082133.
Bennett CC, Doub TW, Selove R (April 2012). "EHRs connect research and practice: Where predictive modeling, artificial intelligence, and clinical decision support intersect". Health Policy and Technology. 1 (2): 105–114. arXiv:1204.4927. doi:10.1016/j.hlpt.2012.03.001. ISSN 2211-8837. S2CID 25022446.
Bokharaeian B, Diaz A, Chitsaz H (2016). "Enhancing Extraction of Drug-Drug Interaction from Literature Using Neutral Candidates, Negation, and Clause Dependency". PLOS ONE. 11 (10): e0163480. Bibcode:2016PLoSO..1163480B. doi:10.1371/journal.pone.0163480. PMC 5047471. PMID 27695078.
Cai R, Liu M, Hu Y, Melton BL, Matheny ME, Xu H, et al. (February 2017). "Identification of adverse drug-drug interactions through causal association rule discovery from spontaneous adverse event reports". Artificial Intelligence in Medicine. 76: 7–15. doi:10.1016/j.artmed.2017.01.004. PMC 6438384. PMID 28363289.
Christopoulou F, Tran TT, Sahu SK, Miwa M, Ananiadou S (January 2020). "Adverse drug events and medication relation extraction in electronic health records with ensemble deep learning methods". Journal of the American Medical Informatics Association. 27 (1): 39–46. doi:10.1093/jamia/ocz101. PMC 6913215. PMID 31390003.
Zhou D, Miao L, He Y (May 2018). "Position-aware deep multi-task learning for drug-drug interaction extraction" (PDF). Artificial Intelligence in Medicine. 87: 1–8. doi:10.1016/j.artmed.2018.03.001. PMID 29559249. S2CID 3951020.
Herrero-Zazo M, Segura-Bedmar I, Martínez P, Declerck T (October 2013). "The DDI corpus: an annotated corpus with pharmacological substances and drug-drug interactions". Journal of Biomedical Informatics. 46 (5): 914–920. doi:10.1016/j.jbi.2013.07.011. hdl:10016/20207. PMID 23906817.
Xu B, Shi X, Yin Y, Zhao Z, Zheng W, Lin H, et al. (July 2019). "Incorporating User Generated Content for Drug Drug Interaction Extraction Based on Full Attention Mechanism". IEEE Transactions on NanoBioscience. 18 (3): 360–367. doi:10.1109/TNB.2019.2919188. PMID 31144641. S2CID 169038906.
Hamet P, Tremblay J (April 2017). "Artificial intelligence in medicine". Metabolism. Insights Into the Future of Medicine: Technologies, Concepts, and Integration. 69S: S36 – S40. doi:10.1016/j.metabol.2017.01.011. PMID 28126242.
Pivovarov R, Elhadad N (September 2015). "Automated methods for the summarization of electronic health records". Journal of the American Medical Informatics Association. 22 (5): 938–947. doi:10.1093/jamia/ocv032. PMC 4986665. PMID 25882031. S2CID 1452.
Yang M (October 2021). "Algorithms of Oppression: How Search Engines Reinforce RacismAlgorithms of Oppression: How Search Engines Reinforce Racism Safiya Umoja Noble NYU Press, 2018. 256 pp". Science. 374 (6567): 35–44. doi:10.1177/2057047320950636. PMC 7441483.
Pouke M, Häkkilä J (December 2013). "Elderly healthcare monitoring using an avatar-based 3D virtual environment". International Journal of Environmental Research and Public Health. 10 (12): 7283–7298. doi:10.3390/ijerph10127283. PMC 3881167. PMID 24351747. S2CID 18535954.
Stokes F, Palmer A (October 2020). "Artificial Intelligence and Robotics in Nursing: Ethics of Caring as a Guide to Dividing Tasks Between AI and Humans". Nursing Philosophy. 21 (4): e12306. doi:10.1111/nup.12306. PMID 32609420.
Wang H, Zu Q, Chen J, Yang Z, Ahmed MA (October 2021). "Application of Artificial Intelligence in Acute Coronary Syndrome: A Brief Literature Review". Advances in Therapy. 38 (10): 5078–5086. doi:10.1007/s12325-021-01908-2. PMID 34528221. S2CID 237522871.
Infante T, Cavaliere C, Punzo B, Grimaldi V, Salvatore M, Napoli C (December 2021). "Radiogenomics and Artificial Intelligence Approaches Applied to Cardiac Computed Tomography Angiography and Cardiac Magnetic Resonance for Precision Medicine in Coronary Heart Disease: A Systematic Review". Circulation: Cardiovascular Imaging. 14 (12): 1133–1146. doi:10.1161/CIRCIMAGING.121.013025. PMID 34915726. S2CID 245284764.
Sotirakos S, Fouda B, Mohamed Razif NA, Cribben N, Mulhall C, O'Byrne A, et al. (February 2022). "Harnessing artificial intelligence in cardiac rehabilitation, a systematic review". Future Cardiology. 18 (2): 154–164. doi:10.2217/fca-2021-0010. PMID 33860679. S2CID 233258636.
Aghamohammadi M, Madan M, Hong JK, Watson I (2019). "Predicting Heart Attack Through Explainable Artificial Intelligence". In Rodrigues JM, Cardoso PJ, Monteiro J, Lam R, Krzhizhanovskaya VV, Lees MH, Dongarra JJ, Sloot PM (eds.). Computational Science – ICCS 2019. Lecture Notes in Computer Science. Vol. 11537. Cham: Springer International Publishing. pp. 633–645. doi:10.1007/978-3-030-22741-8_45. ISBN 978-3-030-22741-8.
Chen W, Sun Q, Chen X, Xie G, Wu H, Xu C (May 2021). "Deep Learning Methods for Heart Sounds Classification: A Systematic Review". Entropy. 23 (6): 667. Bibcode:2021Entrp..23..667C. doi:10.3390/e23060667. PMC 8229456. PMID 34073201.
Zhao Y, Wood EP, Mirin N, Cook SH, Chunara R (October 2021). "Social Determinants in Machine Learning Cardiovascular Disease Prediction Models: A Systematic Review". American Journal of Preventive Medicine. 61 (4): 596–605. doi:10.1016/j.amepre.2021.04.016. PMID 34544559.
He B, Kwan AC, Cho JH, Yuan N, Pollick C, Shiota T, et al. (April 2023). "Blinded, randomized trial of sonographer versus AI cardiac function assessment". Nature. 616 (7957): 520–524. Bibcode:2023Natur.616..520H. doi:10.1038/s41586-023-05947-3. PMC 10115627. PMID 37020027.
Mullainathan S, Obermeyer Z (2022). ""Diagnosing Physician Error: A Machine Learning Approach to Low-Value Health Care"". The Quarterly Journal of Economics. 137 (2): 679–727. doi:10.1093/qje/qjab046 – via Oxford Academic.
Bax M, Thorpe J, Romanov V (December 2023). "The future of personalized cardiovascular medicine demands 3D and 4D printing, stem cells, and artificial intelligence". Frontiers in Sensors. 4. doi:10.3389/fsens.2023.1294721. ISSN 2673-5067.
Hibler BP, Qi Q, Rossi AM (March 2016). "Current state of imaging in dermatology". Seminars in Cutaneous Medicine and Surgery. 35 (1): 2–8. doi:10.12788/j.sder.2016.001 (inactive 23 December 2024). PMID 26963110.{{cite journal}}: CS1 maint: DOI inactive as of December 2024 (link)
Chan S, Reddy V, Myers B, Thibodeaux Q, Brownstone N, Liao W (June 2020). "Machine Learning in Dermatology: Current Applications, Opportunities, and Limitations". Dermatology and Therapy. 10 (3): 365–386. doi:10.1007/s13555-020-00372-0. PMC 7211783. PMID 32253623.
Han SS, Moon IJ, Lim W, Suh IS, Lee SY, Na JI, et al. (January 2020). "Keratinocytic Skin Cancer Detection on the Face Using Region-Based Convolutional Neural Network". JAMA Dermatology. 156 (1): 29–37. doi:10.1001/jamadermatol.2019.3807. PMC 6902187. PMID 31799995.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. (February 2017). "Dermatologist-level classification of skin cancer with deep neural networks". Nature. 542 (7639): 115–118. Bibcode:2017Natur.542..115E. doi:10.1038/nature21056. PMC 8382232. PMID 28117445. S2CID 3767412.
Noyan MA, Durdu M, Eskiocak AH (October 2020). "TzanckNet: a convolutional neural network to identify cells in the cytology of erosive-vesiculobullous diseases". Scientific Reports. 10 (1): 18314. doi:10.1038/s41598-020-75546-z. PMC 7591506. PMID 33110197.
Adamson AS, Smith A (November 2018). "Machine Learning and Health Care Disparities in Dermatology". JAMA Dermatology. 154 (11): 1247–1248. doi:10.1001/jamadermatol.2018.2348. PMID 30073260. S2CID 51907489.
Haggenmüller S, Maron RC, Hekler A, Utikal JS, Barata C, Barnhill RL, et al. (October 2021). "Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts". European Journal of Cancer. 156: 202–216. doi:10.1016/j.ejca.2021.06.049. PMID 34509059.
Han SS, Moon IJ, Kim SH, Na JI, Kim MS, Park GH, et al. (November 2020). "Assessment of deep neural networks for the diagnosis of benign and malignant skin neoplasms in comparison with dermatologists: A retrospective validation study". PLOS Medicine. 17 (11): e1003381. doi:10.1371/journal.pmed.1003381. PMC 7688128. PMID 33237903.
Patcas R, Bernini DA, Volokitin A, Agustsson E, Rothe R, Timofte R (January 2019). "Applying artificial intelligence to assess the impact of orthognathic treatment on facial attractiveness and estimated age". International Journal of Oral and Maxillofacial Surgery. 48 (1): 77–83. doi:10.1016/j.ijom.2018.07.010. PMID 30087062.
Patcas R, Timofte R, Volokitin A, Agustsson E, Eliades T, Eichenberger M, et al. (August 2019). "Facial attractiveness of cleft patients: a direct comparison between artificial-intelligence-based scoring and conventional rater groups". European Journal of Orthodontics. 41 (4): 428–433. doi:10.1093/ejo/cjz007. hdl:20.500.11850/377316. PMID 30788496. S2CID 73507799.
Cao JS, Lu ZY, Chen MY, Zhang B, Juengpanich S, Hu JH, et al. (April 2021). "Artificial intelligence in gastroenterology and hepatology: Status and challenges". World Journal of Gastroenterology. 27 (16): 1664–1690. doi:10.3748/wjg.v27.i16.1664. PMC 8072192. PMID 33967550.
"Artificial intelligence: 10 promising interventions for healthcare". NIHR Evidence. National Institute for Health and Care Research. 28 July 2023. doi:10.3310/nihrevidence_59502.
Iacucci M, Parigi TL, Del Amor R, Meseguer P, Mandelli G, Bozzola A, et al. (June 2023). "Artificial Intelligence Enabled Histological Prediction of Remission or Activity and Clinical Outcomes in Ulcerative Colitis". Gastroenterology. 164 (7): 1180–1188.e2. doi:10.1053/j.gastro.2023.02.031. hdl:2434/962515. PMID 36871598.
Kim HY, Cho GJ, Kwon HS (January 2023). "Applications of artificial intelligence in obstetrics". Ultrasonography. 42 (1): 2–9. doi:10.14366/usg.22063. PMC 9816710. PMID 36588179.
Tran NK, Albahra S, May L, Waldman S, Crabtree S, Bainbridge S, et al. (December 2021). "Evolving Applications of Artificial Intelligence and Machine Learning in Infectious Diseases Testing". Clinical Chemistry. 68 (1): 125–133. doi:10.1093/clinchem/hvab239. PMC 9383167. PMID 34969102.
Farhat F, Sohail SS, Alam MT, Ubaid S, Ashhad M, Madsen DØ (2023-11-08). "COVID-19 and beyond: leveraging artificial intelligence for enhanced outbreak control". Frontiers in Artificial Intelligence. 6: 1266560. doi:10.3389/frai.2023.1266560. PMC 10663297. PMID 38028660.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). Pani D (ed.). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.1371/journal.pdig.0000132. PMC 9931281. PMID 36812557.
Pierson E, Cutler DM, Leskovec J, Mullainathan S, Obermeyer Z (January 2021). "An algorithmic approach to reducing unexplained pain disparities in underserved populations". Nature Medicine. 27 (1): 136–140. doi:10.1038/s41591-020-01192-7. PMID 33442014. S2CID 256839494.
Khojaste-Sarakhsi M, Haghighi SS, Ghomi SM, Marchiori E (August 2022). "Deep learning for Alzheimer's disease diagnosis: A survey". Artificial Intelligence in Medicine. 130 (933–3657): 102332. doi:10.1016/j.artmed.2022.102332. PMID 35809971. S2CID 249633553.
Nguyen HD, Clément M, Mansencal B, Coupé P (21 September 2021). Deep Grading Based on Collective Artificial Intelligence for AD Diagnosis and Prognosis. Interpretability of Machine Intelligence in Medical Image Computing, and Topological Data Analysis and Its Applications for Medical Data. Springer, Cham. pp. 24–33. arXiv:2211.15192. doi:10.1007/978-3-030-87444-5_3.
Qu C, Zou Y, Ma Y, Chen Q, Luo J, Fan H, et al. (21 April 2022). "Diagnostic Performance of Generative Adversarial Network-Based Deep Learning Methods for Alzheimer's Disease: A Systematic Review and Meta-Analysis". Frontiers in Aging Neuroscience. 14: 841696. doi:10.3389/fnagi.2022.841696. PMC 9068970. PMID 35527734.
Fisher CK, Smith AM, Walsh JR (September 2019). "Machine learning for comprehensive forecasting of Alzheimer's Disease progression". Scientific Reports. 9 (1): 13622. arXiv:1807.03876. Bibcode:2019NatSR...913622F. doi:10.1038/s41598-019-49656-2. PMC 6754403. PMID 31541187.
Bhinder B, Gilvary C, Madhukar NS, Elemento O (April 2021). "Artificial Intelligence in Cancer Research and Precision Medicine". Cancer Discovery. 11 (4): 900–915. doi:10.1158/2159-8290.CD-21-0090. PMC 8034385. PMID 33811123.
Majumder A, Sen D (October 2021). "Artificial intelligence in cancer diagnostics and therapy: current perspectives". Indian Journal of Cancer. 58 (4): 481–492. doi:10.4103/ijc.IJC_399_20. PMID 34975094. S2CID 240522128.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144.
Pantanowitz L, Quiroga-Garza GM, Bien L, Heled R, Laifenfeld D, Linhart C, et al. (August 2020). "An artificial intelligence algorithm for prostate cancer diagnosis in whole slide images of core needle biopsies: a blinded clinical validation and deployment study". The Lancet. Digital Health. 2 (8): e407 – e416. doi:10.1016/S2589-7500(20)30159-X. PMID 33328045.
Arthur A, Orton MR, Emsley R, Vit S, Kelly-Morland C, Strauss D, et al. (November 2023). "A CT-based radiomics classification model for the prediction of histological type and tumour grade in retroperitoneal sarcoma (RADSARC-R): a retrospective multicohort analysis". The Lancet. Oncology. 24 (11): 1277–1286. doi:10.1016/S1470-2045(23)00462-X. PMC 10618402. PMID 37922931.
Ravindran S (April 2019). "How artificial intelligence is helping to prevent blindness". Nature. doi:10.1038/d41586-019-01111-y. PMID 32269369. S2CID 146005413.
Han JH (August 2022). "Artificial Intelligence in Eye Disease: Recent Developments, Applications, and Surveys". Diagnostics. 12 (8): 1927. doi:10.3390/diagnostics12081927. PMC 9406878. PMID 36010277.
Lourenço BC, Guimarães-Teixeira C, Flores BC, Miranda-Gonçalves V, Guimarães R, Cantante M, et al. (February 2022). "Ki67 and LSD1 Expression in Testicular Germ Cell Tumors Is Not Associated with Patient Outcome: Investigation Using a Digital Pathology Algorithm". Life. 12 (2): 264. Bibcode:2022Life...12..264L. doi:10.3390/life12020264. PMC 8875543. PMID 35207551.
- Figure 2 - available via license: Creative Commons Attribution 4.0 International
Försch S, Klauschen F, Hufnagl P, Roth W (March 2021). "Artificial Intelligence in Pathology". Deutsches Ärzteblatt International. 118 (12): 194–204. doi:10.3238/arztebl.m2021.0011. PMC 8278129. PMID 34024323.
Steiner DF, MacDonald R, Liu Y, Truszkowski P, Hipp JD, Gammage C, et al. (December 2018). "Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer". The American Journal of Surgical Pathology. 42 (12): 1636–1646. doi:10.1097/PAS.0000000000001151. PMC 6257102. PMID 30312179.
Ho J, Ahlers SM, Stratman C, Aridor O, Pantanowitz L, Fine JL, et al. (2014). "Can digital pathology result in cost savings? A financial projection for digital pathology implementation at a large integrated health care organization". Journal of Pathology Informatics. 5 (1): 33. doi:10.4103/2153-3539.139714. PMC 4168664. PMID 25250191.
Jurmeister P, Bockmayr M, Seegerer P, Bockmayr T, Treue D, Montavon G, et al. (September 2019). "Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases". Science Translational Medicine. 11 (509): eaaw8513. doi:10.1126/scitranslmed.aaw8513. PMID 31511427. S2CID 202564269.
Mistry P (September 2019). "Artificial intelligence in primary care". The British Journal of General Practice. 69 (686): 422–423. doi:10.3399/bjgp19X705137. PMC 6715470. PMID 31467001.
Blease C, Kaptchuk TJ, Bernstein MH, Mandl KD, Halamka JD, DesRoches CM (March 2019). "Artificial Intelligence and the Future of Primary Care: Exploratory Qualitative Study of UK General Practitioners' Views". Journal of Medical Internet Research. 21 (3): e12802. doi:10.2196/12802. PMC 6446158. PMID 30892270. S2CID 59175658.
Liyanage H, Liaw ST, Jonnagaddala J, Schreiber R, Kuziemsky C, Terry AL, et al. (August 2019). "Artificial Intelligence in Primary Health Care: Perceptions, Issues, and Challenges". Yearbook of Medical Informatics. 28 (1): 41–46. doi:10.1055/s-0039-1677901. PMC 6697547. PMID 31022751.
Herter WE, Khuc J, Cinà G, Knottnerus BJ, Numans ME, Wiewel MA, et al. (May 2022). "Impact of a Machine Learning-Based Decision Support System for Urinary Tract Infections: Prospective Observational Study in 36 Primary Care Practices". JMIR Medical Informatics. 10 (5): e27795. doi:10.2196/27795. PMC 9118012. PMID 35507396. S2CID 246819392.
Savage N (January 2022). "Robots rise to meet the challenge of caring for old people". Nature. 601 (7893): S8 – S10. Bibcode:2022Natur.601S...8S. doi:10.1038/d41586-022-00072-z. PMID 35046591. S2CID 246064292.
Graham S, Depp C, Lee EE, Nebeker C, Tu X, Kim HC, et al. (November 2019). "Artificial Intelligence for Mental Health and Mental Illnesses: an Overview". Current Psychiatry Reports. 21 (11): 116. doi:10.1007/s11920-019-1094-0. PMC 7274446. PMID 31701320.
Chekroud AM, Bondar J, Delgadillo J, Doherty G, Wasil A, Fokkema M, et al. (June 2021). "The promise of machine learning in predicting treatment outcomes in psychiatry". World Psychiatry. 20 (2): 154–170. doi:10.1002/wps.20882. PMC 8129866. PMID 34002503.
Fulmer R, Joerin A, Gentile B, Lakerink L, Rauws M (December 2018). "Using Psychological Artificial Intelligence (Tess) to Relieve Symptoms of Depression and Anxiety: Randomized Controlled Trial". JMIR Mental Health. 5 (4): e64. doi:10.2196/mental.9782. PMC 6315222. PMID 30545815.
Coppersmith G, Leary R, Crutchley P, Fine A (January 2018). "Natural Language Processing of Social Media as Screening for Suicide Risk". Biomedical Informatics Insights. 10: 1178222618792860. doi:10.1177/1178222618792860. PMC 6111391. PMID 30158822.
Brunn M, Diefenbacher A, Courtet P, Genieys W (August 2020). "The Future is Knocking: How Artificial Intelligence Will Fundamentally Change Psychiatry". Academic Psychiatry. 44 (4): 461–466. doi:10.1007/s40596-020-01243-8. PMID 32424706. S2CID 218682746.
Rutledge RB, Chekroud AM, Huys QJ (April 2019). "Machine learning and big data in psychiatry: toward clinical applications". Current Opinion in Neurobiology. Machine Learning, Big Data, and Neuroscience. 55: 152–159. doi:10.1016/j.conb.2019.02.006. PMID 30999271. S2CID 115202826.
Pisarchik AN, Maksimenko VA, Hramov AE (October 2019). "From Novel Technology to Novel Applications: Comment on "An Integrated Brain-Machine Interface Platform With Thousands of Channels" by Elon Musk and Neuralink". Journal of Medical Internet Research. 21 (10): e16356. doi:10.2196/16356. PMC 6914250. PMID 31674923. S2CID 207818415.
Hosny A, Parmar C, Quackenbush J, Schwartz LH, Aerts HJ (August 2018). "Artificial intelligence in radiology". Nature Reviews. Cancer. 18 (8): 500–510. doi:10.1038/s41568-018-0016-5. PMC 6268174. PMID 29777175.
Liu X, Faes L, Kale AU, Wagner SK, Fu DJ, Bruynseels A, et al. (October 2019). "A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis". The Lancet. Digital Health. 1 (6): e271 – e297. doi:10.1016/S2589-7500(19)30123-2. PMID 33323251. S2CID 204037561.
Richardson ML, Garwood ER, Lee Y, Li MD, Lo HS, Nagaraju A, et al. (September 2021). "Noninterpretive Uses of Artificial Intelligence in Radiology". Academic Radiology. 28 (9): 1225–1235. doi:10.1016/j.acra.2020.01.012. PMID 32059956.
Seifert R, Weber M, Kocakavuk E, Rischpler C, Kersting D (March 2021). "Artificial Intelligence and Machine Learning in Nuclear Medicine: Future Perspectives". Seminars in Nuclear Medicine. 51 (2): 170–177. doi:10.1053/j.semnuclmed.2020.08.003. PMID 33509373. S2CID 224863373.
Pacilè S, Lopez J, Chone P, Bertinotti T, Grouin JM, Fillard P (November 2020). "Improving Breast Cancer Detection Accuracy of Mammography with the Concurrent Use of an Artificial Intelligence Tool". Radiology: Artificial Intelligence. 2 (6): e190208. doi:10.1148/ryai.2020190208. PMC 8082372. PMID 33937844.
Erh-Chun, Shan L, Chan P (2023-10-01). "How Artificial Intelligence is Transforming Agriculture". Review of Business Research. 23 (1): 59–70. doi:10.18374/rbr-23-1.6. ISSN 1546-2609.
Li L (2023). "Emerging technologies for carbon reduction in building industry: Evidence from patent inventions". AHFE International. Human Interaction & Emerging Technologies (IHIET 2023): Artificial Intelligence & Future Applications. 111. doi:10.54941/ahfe1004073. ISBN 978-1-958651-87-2.
Choi D, Mirbod O, Ilodibe U, Kinsey S (2023-11-09). "Understanding Artificial Intelligence: What It Is and How It Is Used in Agriculture". EDIS. 2023 (6). doi:10.32473/edis-ae589-2023. ISSN 2576-0009.
Vora LK, Gholap AD, Jetha K, Thakur RR, Solanki HK, Chavda VP (2023-07-10). "Artificial Intelligence in Pharmaceutical Technology and Drug Delivery Design". Pharmaceutics. 15 (7): 1916. doi:10.3390/pharmaceutics15071916. ISSN 1999-4923. PMC 10385763. PMID 37514102.
Khan O, Parvez M, Kumari P, Parvez S, Ahmad S (2023). "The future of pharmacy: How AI is revolutionizing the industry". Intelligent Pharmacy. 1 (1): 32–40. doi:10.1016/j.ipha.2023.04.008.
Chaudhary S, Muthudoss P, Madheswaran T, Paudel A, Gaikwad V (2023), "Artificial intelligence (AI) in drug product designing, development, and manufacturing", A Handbook of Artificial Intelligence in Drug Delivery, Elsevier, pp. 395–442, doi:10.1016/B978-0-323-89925-3.00015-0, ISBN 978-0-323-89925-3, retrieved 2025-04-26
Quan XI, Sanderson J (December 2018). "Understanding the Artificial Intelligence Business Ecosystem". IEEE Engineering Management Review. 46 (4): 22–25. doi:10.1109/EMR.2018.2882430. ISSN 0360-8581. S2CID 59525052.
Webster P (May 2025). "US AI regulatory rollback and health". The Lancet. 405 (10490): 1654–1656. doi:10.1016/S0140-6736(25)00980-8.
Abou-Zahra S, Brewer J, Cooper M (2018-04-23). "Artificial Intelligence (AI) for Web Accessibility". Proceedings of the 15th International Web for All Conference. W4A '18. Lyon, France: Association for Computing Machinery. pp. 1–4. doi:10.1145/3192714.3192834. ISBN 978-1-4503-5651-0. S2CID 49863409.
Guo J, Li B (2018-08-01). "The Application of Medical Artificial Intelligence Technology in Rural Areas of Developing Countries". Health Equity. 2 (1): 174–181. doi:10.1089/heq.2018.0037. PMC 6110188. PMID 30283865.
Collins GS, Moons KG, Dhiman P, Riley RD, Beam AL, Van Calster B, et al. (April 2024). "TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods". BMJ. 385: e078378. doi:10.1136/bmj-2023-078378. PMC 11019967. PMID 38626948.
Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS, Denaxas S, et al. (May 2022). "Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI". BMJ. 377: e070904. doi:10.1136/bmj-2022-070904. PMC 9116198. PMID 35584845.
Liu X, Cruz Rivera S, Moher D, Calvert MJ, Denniston AK (September 2020). "Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension". Nature Medicine. 26 (9): 1364–1374. doi:10.1038/s41591-020-1034-x. PMC 7598943. PMID 32908283.
Forcier MB, Gallois H, Mullan S, Joly Y (October 2019). "Integrating artificial intelligence into health care through data access: can the GDPR act as a beacon for policymakers?". Journal of Law and the Biosciences. 6 (1): 317–335. doi:10.1093/jlb/lsz013. PMC 6813940. PMID 31666972.
Van Kolfschooten H (2022-02-01). "EU regulation of artificial intelligence: Challenges for patients' rights" (PDF). Common Market Law Review. 59 (1): 81–112. doi:10.54648/COLA2022005. ISSN 0165-0750. S2CID 248591427.
Lacassie E, Marquet P, Martin-Dupont S, Gaulier JM, Lachâtre G (September 2000). "A non-fatal case of intoxication with foxglove, documented by means of liquid chromatography-electrospray-mass spectrometry". Journal of Forensic Sciences. 45 (5): 1154–1158. doi:10.1520/JFS14845J. PMID 11005196.
Mudgal KS, Das N (2020-11-01). "The ethical adoption of artificial intelligence in radiology". BJR Open. 2 (1): 20190020. doi:10.1259/bjro.20190020. PMC 7605209. PMID 33178959.
Davenport T, Kalakota R (June 2019). "The potential for artificial intelligence in healthcare". Future Healthcare Journal. 6 (2): 94–98. doi:10.7861/futurehosp.6-2-94. PMC 6616181. PMID 31363513.
Baric-Parker J, Anderson EE (November 2020). "Patient Data-Sharing for AI: Ethical Challenges, Catholic Solutions". The Linacre Quarterly. 87 (4): 471–481. doi:10.1177/0024363920922690. PMC 7551527. PMID 33100395.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.2196/42936. PMC 11041459. PMID 38875587. S2CID 256681439.
Nordling L (September 2019). "A fairer way forward for AI in health care". Nature. 573 (7775): S103 – S105. Bibcode:2019Natur.573S.103N. doi:10.1038/d41586-019-02872-2. PMID 31554993. S2CID 202749329.
Reddy S, Allan S, Coghlan S, Cooper P (March 2020). "A governance model for the application of AI in health care". Journal of the American Medical Informatics Association. 27 (3): 491–497. doi:10.1093/jamia/ocz192. PMC 7647243. PMID 31682262.
Pumplun L, Fecho M, Wahl N, Peters F, Buxmann P (October 2021). "Adoption of Machine Learning Systems for Medical Diagnostics in Clinics: Qualitative Interview Study". Journal of Medical Internet Research. 23 (10): e29301. doi:10.2196/29301. PMC 8556641. PMID 34652275. S2CID 238990562.
Lindsay RK, Buchanan BG, Feigenbaum EA, Lederberg J (1993). "DENDRAL: a case study of the first expert system for scientific hypothesis formation". Artificial Intelligence. 61 (2): 209–261. doi:10.1016/0004-3702(93)90068-m. hdl:2027.42/30758.
Duda RO, Shortliffe EH (April 1983). "Expert Systems Research". Science. 220 (4594): 261–268. Bibcode:1983Sci...220..261D. doi:10.1126/science.6340198. PMID 6340198.
Miller RA (1994). "Medical diagnostic decision support systems--past, present, and future: a threaded bibliography and brief commentary". Journal of the American Medical Informatics Association. 1 (1): 8–27. doi:10.1136/jamia.1994.95236141. PMC 116181. PMID 7719792.
Adlassnig KP (July 1980). "A fuzzy logical model of computer-assisted medical diagnosis". Methods of Information in Medicine. 19 (3): 141–148. doi:10.1055/s-0038-1636674. PMID 6997678.
Reggia JA, Peng Y (September 1987). "Modeling diagnostic reasoning: a summary of parsimonious covering theory". Computer Methods and Programs in Biomedicine. 25 (2): 125–134. doi:10.1016/0169-2607(87)90048-4. PMC 2244953. PMID 3315427.
Baxt WG (December 1991). "Use of an artificial neural network for the diagnosis of myocardial infarction". Annals of Internal Medicine. 115 (11): 843–848. doi:10.7326/0003-4819-115-11-843. PMID 1952470.
Maclin PS, Dempsey J, Brooks J, Rand J (February 1991). "Using neural networks to diagnose cancer". Journal of Medical Systems. 15 (1): 11–19. doi:10.1007/bf00993877. PMID 1748845. S2CID 10189561.
Koomey J, Berard S, Sanchez M, Wong H (March 2010). "Implications of historical trends in the electrical efficiency of computing". IEEE Annals of the History of Computing. 33 (3): 46–54. CiteSeerX 10.1.1.323.9505. doi:10.1109/MAHC.2010.28. S2CID 8305701.
Jha AK, DesRoches CM, Campbell EG, Donelan K, Rao SR, Ferris TG, et al. (April 2009). "Use of electronic health records in U.S. hospitals". The New England Journal of Medicine. 360 (16): 1628–1638. doi:10.1056/NEJMsa0900592. PMID 19321858. S2CID 19914056.
Hu L, Li L (December 2022). "Using Tree-Based Machine Learning for Health Studies: Literature Review and Case Series". International Journal of Environmental Research and Public Health. 19 (23): 16080. doi:10.3390/ijerph192316080. PMC 9736500. PMID 36498153.

elsevier.com

linkinghub.elsevier.com

Sankar H, Alagarsamy R, Lal B, Rana SS, Roychoudhury A, Agrawal A, et al. (2024). "Role of artificial intelligence in treatment planning and outcome prediction of jaw corrective surgeries using 3-D imaging: A systematic review". Oral Surgery, Oral Medicine, Oral Pathology, and Oral Radiology. 139 (3): 299–310. doi:10.1016/j.oooo.2024.09.010. PMID 39701860.
Ghanem M, Ghaith AK, Bydon M (2024). "Artificial intelligence and personalized medicine: transforming patient care". The New Era of Precision Medicine. Elsevier. pp. 131–142. doi:10.1016/b978-0-443-13963-5.00012-1. ISBN 978-0-443-13963-5. Retrieved 2024-10-10.
Chaudhary S, Muthudoss P, Madheswaran T, Paudel A, Gaikwad V (2023), "Artificial intelligence (AI) in drug product designing, development, and manufacturing", A Handbook of Artificial Intelligence in Drug Delivery, Elsevier, pp. 395–442, doi:10.1016/B978-0-323-89925-3.00015-0, ISBN 978-0-323-89925-3, retrieved 2025-04-26
Webster P (May 2025). "US AI regulatory rollback and health". The Lancet. 405 (10490): 1654–1656. doi:10.1016/S0140-6736(25)00980-8.

eurekalert.org

"Artificial intelligence identifies prostate cancer with near-perfect accuracy". EurekAlert!. 27 July 2020. Retrieved 29 July 2020.

fda.gov

Office of the Commissioner (2020-03-24). "FDA permits marketing of artificial intelligence-based device to detect certain diabetes-related eye problems". FDA. Archived from the original on May 1, 2019. Retrieved 2023-02-11.
Office of the Commissioner (2022-11-30). "About FDA". FDA. Retrieved 2023-04-08.
"Artificial Intelligence and Machine Learning in Software as a Medical Device". FDA. 2023-10-20.

googleblog.com

ai.googleblog.com

"Developing an aging clock using deep learning on retinal images". ai.googleblog.com. 2023-04-11. Retrieved 2023-06-01.

handle.net

hdl.handle.net

Floridi L, Luetge C, Pagallo U, Schafer B, Valcke P, Vayena E, et al. (2019-09-01). "Key Ethical Challenges in the European Medical Information Framework". Minds and Machines. 29 (3): 355–371. doi:10.1007/s11023-018-9467-4. hdl:2318/1728336. ISSN 1572-8641. S2CID 49668711.
Herrero-Zazo M, Segura-Bedmar I, Martínez P, Declerck T (October 2013). "The DDI corpus: an annotated corpus with pharmacological substances and drug-drug interactions". Journal of Biomedical Informatics. 46 (5): 914–920. doi:10.1016/j.jbi.2013.07.011. hdl:10016/20207. PMID 23906817.
Patcas R, Timofte R, Volokitin A, Agustsson E, Eliades T, Eichenberger M, et al. (August 2019). "Facial attractiveness of cleft patients: a direct comparison between artificial-intelligence-based scoring and conventional rater groups". European Journal of Orthodontics. 41 (4): 428–433. doi:10.1093/ejo/cjz007. hdl:20.500.11850/377316. PMID 30788496. S2CID 73507799.
Iacucci M, Parigi TL, Del Amor R, Meseguer P, Mandelli G, Bozzola A, et al. (June 2023). "Artificial Intelligence Enabled Histological Prediction of Remission or Activity and Clinical Outcomes in Ulcerative Colitis". Gastroenterology. 164 (7): 1180–1188.e2. doi:10.1053/j.gastro.2023.02.031. hdl:2434/962515. PMID 36871598.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144.
Lindsay RK, Buchanan BG, Feigenbaum EA, Lederberg J (1993). "DENDRAL: a case study of the first expert system for scientific hypothesis formation". Artificial Intelligence. 61 (2): 209–261. doi:10.1016/0004-3702(93)90068-m. hdl:2027.42/30758.

harvard.edu

ui.adsabs.harvard.edu

Sohn E (January 9, 2023). "The reproducibility issues that haunt health-care AI". Nature. 613 (7943): 402–403. Bibcode:2023Natur.613..402S. doi:10.1038/d41586-023-00023-2. PMID 36624237.
Bokharaeian B, Diaz A, Chitsaz H (2016). "Enhancing Extraction of Drug-Drug Interaction from Literature Using Neutral Candidates, Negation, and Clause Dependency". PLOS ONE. 11 (10): e0163480. Bibcode:2016PLoSO..1163480B. doi:10.1371/journal.pone.0163480. PMC 5047471. PMID 27695078.
Chen W, Sun Q, Chen X, Xie G, Wu H, Xu C (May 2021). "Deep Learning Methods for Heart Sounds Classification: A Systematic Review". Entropy. 23 (6): 667. Bibcode:2021Entrp..23..667C. doi:10.3390/e23060667. PMC 8229456. PMID 34073201.
He B, Kwan AC, Cho JH, Yuan N, Pollick C, Shiota T, et al. (April 2023). "Blinded, randomized trial of sonographer versus AI cardiac function assessment". Nature. 616 (7957): 520–524. Bibcode:2023Natur.616..520H. doi:10.1038/s41586-023-05947-3. PMC 10115627. PMID 37020027.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. (February 2017). "Dermatologist-level classification of skin cancer with deep neural networks". Nature. 542 (7639): 115–118. Bibcode:2017Natur.542..115E. doi:10.1038/nature21056. PMC 8382232. PMID 28117445. S2CID 3767412.
Fisher CK, Smith AM, Walsh JR (September 2019). "Machine learning for comprehensive forecasting of Alzheimer's Disease progression". Scientific Reports. 9 (1): 13622. arXiv:1807.03876. Bibcode:2019NatSR...913622F. doi:10.1038/s41598-019-49656-2. PMC 6754403. PMID 31541187.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144.
Lourenço BC, Guimarães-Teixeira C, Flores BC, Miranda-Gonçalves V, Guimarães R, Cantante M, et al. (February 2022). "Ki67 and LSD1 Expression in Testicular Germ Cell Tumors Is Not Associated with Patient Outcome: Investigation Using a Digital Pathology Algorithm". Life. 12 (2): 264. Bibcode:2022Life...12..264L. doi:10.3390/life12020264. PMC 8875543. PMID 35207551.
- Figure 2 - available via license: Creative Commons Attribution 4.0 International
Savage N (January 2022). "Robots rise to meet the challenge of caring for old people". Nature. 601 (7893): S8 – S10. Bibcode:2022Natur.601S...8S. doi:10.1038/d41586-022-00072-z. PMID 35046591. S2CID 246064292.
Nordling L (September 2019). "A fairer way forward for AI in health care". Nature. 573 (7775): S103 – S105. Bibcode:2019Natur.573S.103N. doi:10.1038/d41586-019-02872-2. PMID 31554993. S2CID 202749329.
Duda RO, Shortliffe EH (April 1983). "Expert Systems Research". Science. 220 (4594): 261–268. Bibcode:1983Sci...220..261D. doi:10.1126/science.6340198. PMID 6340198.

health.harvard.edu

Shmerling RH (March 27, 2024). "Can AI answer medical questions better than your doctor?". Harvard Health Publishing.

healthcareitnews.com

McCarthy J (2016-05-31). "Intel Capital invests $10 million in medical artificial intelligence". Healthcare IT News. Retrieved 2024-01-28.

hhs.gov

"Civil Rights for Providers of Health Care and Human Services". hhs.gov. Office for Civil Rights. 2015-09-05. Retrieved 2022-12-17.
"HHS Artificial Intelligence (AI) Strategy". www.hhs.gov. 2021-12-22. Retrieved 2023-11-25.
"Sharing and Utilizing Health Data for AI Applications". hhs.gov.

ieee.org

spectrum.ieee.org

Scudellari M (March 29, 2021). "Machine Learning Faces a Reckoning in Health Research". IEEE Spectrum.

ieeexplore.ieee.org

Quan XI, Sanderson J (December 2018). "Understanding the Artificial Intelligence Business Ecosystem". IEEE Engineering Management Review. 46 (4): 22–25. doi:10.1109/EMR.2018.2882430. ISSN 0360-8581. S2CID 59525052.

indiatimes.com

economictimes.indiatimes.com

"AI chatbots are here to help with your mental health, despite limited evidence they work". The Economic Times. March 23, 2024. ISSN 0013-0389. Retrieved 2025-04-29.

kluwerlawonline.com

Van Kolfschooten H (2022-02-01). "EU regulation of artificial intelligence: Challenges for patients' rights" (PDF). Common Market Law Review. 59 (1): 81–112. doi:10.54648/COLA2022005. ISSN 0165-0750. S2CID 248591427.

linkedin.com

"AI for Pharmacist #6 Identifying AI Education Needs in Pharmaceutical Sciences". www.linkedin.com. Retrieved 2025-04-26.

nature.com

Sohn E (January 9, 2023). "The reproducibility issues that haunt health-care AI". Nature. 613 (7943): 402–403. Bibcode:2023Natur.613..402S. doi:10.1038/d41586-023-00023-2. PMID 36624237.

nih.gov

pubmed.ncbi.nlm.nih.gov

Mullainathan S, Obermeyer Z (May 2022). "Solving medicine's data bottleneck: Nightingale Open Science". Nature Medicine. 28 (5): 897–899. doi:10.1038/s41591-022-01804-4. PMID 35534570. S2CID 248668494.
Lyakhova UA, Lyakhov PA (August 2024). "Systematic review of approaches to detection and classification of skin cancer using artificial intelligence: Development and prospects". Computers in Biology and Medicine. 178: 108742. doi:10.1016/j.compbiomed.2024.108742. PMID 38875908.
Sankar H, Alagarsamy R, Lal B, Rana SS, Roychoudhury A, Agrawal A, et al. (2024). "Role of artificial intelligence in treatment planning and outcome prediction of jaw corrective surgeries using 3-D imaging: A systematic review". Oral Surgery, Oral Medicine, Oral Pathology, and Oral Radiology. 139 (3): 299–310. doi:10.1016/j.oooo.2024.09.010. PMID 39701860.
Qiu Y, Cheng F (April 2024). "Artificial intelligence for drug discovery and development in Alzheimer's disease". Current Opinion in Structural Biology. 85: 102776. doi:10.1016/j.sbi.2024.102776. PMID 38335558.
Snider V, Homsi K, Kusnoto B, Atsawasuwan P, Viana G, Allareddy V, et al. (May 2024). "Clinical evaluation of Artificial Intelligence Driven Remote Monitoring technology for assessment of patient oral hygiene during orthodontic treatment". American Journal of Orthodontics and Dentofacial Orthopedics. 165 (5): 586–592. doi:10.1016/j.ajodo.2023.12.008. PMID 38363256.
Adams SJ, Henderson RD, Yi X, Babyn P (February 2021). "Artificial Intelligence Solutions for Analysis of X-ray Images". Canadian Association of Radiologists Journal. 72 (1): 60–72. doi:10.1177/0846537120941671. PMID 32757950. S2CID 221036912.
Petersson L, Larsson I, Nygren JM, Nilsen P, Neher M, Reed JE, et al. (July 2022). "Challenges to implementing artificial intelligence in healthcare: a qualitative interview study with healthcare leaders in Sweden". BMC Health Services Research. 22 (1): 850. doi:10.1186/s12913-022-08215-8. PMC 9250210. PMID 35778736.
Andrew Wong; Erkin Otles; John P. Donnelly; Andrew Krumm; Jeffrey McCullough; Olivia DeTroyer-Cooley; Justin Pestrue; Marie Phillips; Judy Konye; Carleen Penoza; Muhammad Ghous; Karandeep Singh (June 21, 2021). "External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients". JAMA Internal Medicine. 181 (8): 1065–1070. doi:10.1001/jamainternmed.2021.2626. PMC 8218233. PMID 34152373.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Vo V, Chen G, Aquino YS, Carter SM, Do QN, Woode ME (December 2023). "Multi-stakeholder preferences for the use of artificial intelligence in healthcare: A systematic review and thematic analysis". Social Science & Medicine. 338 (1): 116357. doi:10.1016/j.socscimed.2023.116357. PMID 37949020.
Matthew B. A. McDermott, et al. (March 24, 2021). "Reproducibility in machine learning for health research: Still a ways to go". Science Translational Medicine. 13 (586). doi:10.1126/scitranslmed.abb1655. PMID 33762434.
Varoquaux G, Cheplygina V (April 12, 2022). "Machine learning for medical imaging: methodological failures and recommendations for the future". npj Digital Medicine. 5 (48): 48. doi:10.1038/s41746-022-00592-y. PMC 9005663. PMID 35413988.
Sohn E (January 9, 2023). "The reproducibility issues that haunt health-care AI". Nature. 613 (7943): 402–403. Bibcode:2023Natur.613..402S. doi:10.1038/d41586-023-00023-2. PMID 36624237.
Alowais SA, Alghamdi SS, Alsuhebany N, Alqahtani T, Alshaya AI, Almohareb SN, et al. (September 2023). "Revolutionizing healthcare: the role of artificial intelligence in clinical practice". BMC Medical Education. 23 (1): 689. doi:10.1186/s12909-023-04698-z. PMC 10517477. PMID 37740191.
Liang H, Tsui BY, Ni H, Valentim CC, Baxter SL, Liu G, et al. (March 2019). "Evaluation and accurate diagnoses of pediatric diseases using artificial intelligence". Nature Medicine. 25 (3): 433–438. doi:10.1038/s41591-018-0335-9. PMID 30742121. S2CID 59945159.
Li Q, Yang X, Xu J, Guo Y, He X, Hu H, et al. (August 2023). "Early prediction of Alzheimer's disease and related dementias using real-world electronic health records". Alzheimer's & Dementia. 19 (8): 3506–3518. doi:10.1002/alz.12967. PMC 10976442. PMID 36815661. S2CID 257101613.
Ayers JW, Poliak A, Dredze M, Leas EC, Zhu Z, Kelley JB, et al. (2023). "Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum". JAMA Internal Medicine. 183 (6): 589–596. doi:10.1001/jamainternmed.2023.1838. PMC 10148230. PMID 37115527.
Ramezanpour A, Beam AL, Chen JH, Mashaghi A (November 2020). "Statistical Physics for Medical Diagnostics: Learning, Inference, and Optimization Algorithms". Diagnostics. 10 (11): 972. doi:10.3390/diagnostics10110972. PMC 7699346. PMID 33228143.
Fayanju OM, Haut ER, Itani K (March 2025). "Practical Guide to Clinical Big Data Sources". JAMA Surg. 160 (3): 344–346. doi:10.1001/jamasurg.2024.6006. PMID 39775674.
Ferrante FE (June 2005). "Evolving telemedicine/ehealth technology". Telemedicine Journal and e-Health. 11 (3): 370–383. doi:10.1089/tmj.2005.11.370. PMID 16035932.
Eren A, Subasi A, Coskun O (February 2008). "A decision support system for telemedicine through the mobile telecommunications platform". Journal of Medical Systems. 32 (1): 31–35. doi:10.1007/s10916-007-9104-x. PMID 18333403. S2CID 11082133.
Bokharaeian B, Diaz A, Chitsaz H (2016). "Enhancing Extraction of Drug-Drug Interaction from Literature Using Neutral Candidates, Negation, and Clause Dependency". PLOS ONE. 11 (10): e0163480. Bibcode:2016PLoSO..1163480B. doi:10.1371/journal.pone.0163480. PMC 5047471. PMID 27695078.
Cai R, Liu M, Hu Y, Melton BL, Matheny ME, Xu H, et al. (February 2017). "Identification of adverse drug-drug interactions through causal association rule discovery from spontaneous adverse event reports". Artificial Intelligence in Medicine. 76: 7–15. doi:10.1016/j.artmed.2017.01.004. PMC 6438384. PMID 28363289.
Christopoulou F, Tran TT, Sahu SK, Miwa M, Ananiadou S (January 2020). "Adverse drug events and medication relation extraction in electronic health records with ensemble deep learning methods". Journal of the American Medical Informatics Association. 27 (1): 39–46. doi:10.1093/jamia/ocz101. PMC 6913215. PMID 31390003.
Zhou D, Miao L, He Y (May 2018). "Position-aware deep multi-task learning for drug-drug interaction extraction" (PDF). Artificial Intelligence in Medicine. 87: 1–8. doi:10.1016/j.artmed.2018.03.001. PMID 29559249. S2CID 3951020.
Herrero-Zazo M, Segura-Bedmar I, Martínez P, Declerck T (October 2013). "The DDI corpus: an annotated corpus with pharmacological substances and drug-drug interactions". Journal of Biomedical Informatics. 46 (5): 914–920. doi:10.1016/j.jbi.2013.07.011. hdl:10016/20207. PMID 23906817.
Xu B, Shi X, Yin Y, Zhao Z, Zheng W, Lin H, et al. (July 2019). "Incorporating User Generated Content for Drug Drug Interaction Extraction Based on Full Attention Mechanism". IEEE Transactions on NanoBioscience. 18 (3): 360–367. doi:10.1109/TNB.2019.2919188. PMID 31144641. S2CID 169038906.
Hamet P, Tremblay J (April 2017). "Artificial intelligence in medicine". Metabolism. Insights Into the Future of Medicine: Technologies, Concepts, and Integration. 69S: S36 – S40. doi:10.1016/j.metabol.2017.01.011. PMID 28126242.
Pivovarov R, Elhadad N (September 2015). "Automated methods for the summarization of electronic health records". Journal of the American Medical Informatics Association. 22 (5): 938–947. doi:10.1093/jamia/ocv032. PMC 4986665. PMID 25882031. S2CID 1452.
Pouke M, Häkkilä J (December 2013). "Elderly healthcare monitoring using an avatar-based 3D virtual environment". International Journal of Environmental Research and Public Health. 10 (12): 7283–7298. doi:10.3390/ijerph10127283. PMC 3881167. PMID 24351747. S2CID 18535954.
Stokes F, Palmer A (October 2020). "Artificial Intelligence and Robotics in Nursing: Ethics of Caring as a Guide to Dividing Tasks Between AI and Humans". Nursing Philosophy. 21 (4): e12306. doi:10.1111/nup.12306. PMID 32609420.
Wang H, Zu Q, Chen J, Yang Z, Ahmed MA (October 2021). "Application of Artificial Intelligence in Acute Coronary Syndrome: A Brief Literature Review". Advances in Therapy. 38 (10): 5078–5086. doi:10.1007/s12325-021-01908-2. PMID 34528221. S2CID 237522871.
Infante T, Cavaliere C, Punzo B, Grimaldi V, Salvatore M, Napoli C (December 2021). "Radiogenomics and Artificial Intelligence Approaches Applied to Cardiac Computed Tomography Angiography and Cardiac Magnetic Resonance for Precision Medicine in Coronary Heart Disease: A Systematic Review". Circulation: Cardiovascular Imaging. 14 (12): 1133–1146. doi:10.1161/CIRCIMAGING.121.013025. PMID 34915726. S2CID 245284764.
Sotirakos S, Fouda B, Mohamed Razif NA, Cribben N, Mulhall C, O'Byrne A, et al. (February 2022). "Harnessing artificial intelligence in cardiac rehabilitation, a systematic review". Future Cardiology. 18 (2): 154–164. doi:10.2217/fca-2021-0010. PMID 33860679. S2CID 233258636.
Chen W, Sun Q, Chen X, Xie G, Wu H, Xu C (May 2021). "Deep Learning Methods for Heart Sounds Classification: A Systematic Review". Entropy. 23 (6): 667. Bibcode:2021Entrp..23..667C. doi:10.3390/e23060667. PMC 8229456. PMID 34073201.
Zhao Y, Wood EP, Mirin N, Cook SH, Chunara R (October 2021). "Social Determinants in Machine Learning Cardiovascular Disease Prediction Models: A Systematic Review". American Journal of Preventive Medicine. 61 (4): 596–605. doi:10.1016/j.amepre.2021.04.016. PMID 34544559.
He B, Kwan AC, Cho JH, Yuan N, Pollick C, Shiota T, et al. (April 2023). "Blinded, randomized trial of sonographer versus AI cardiac function assessment". Nature. 616 (7957): 520–524. Bibcode:2023Natur.616..520H. doi:10.1038/s41586-023-05947-3. PMC 10115627. PMID 37020027.
Hibler BP, Qi Q, Rossi AM (March 2016). "Current state of imaging in dermatology". Seminars in Cutaneous Medicine and Surgery. 35 (1): 2–8. doi:10.12788/j.sder.2016.001 (inactive 23 December 2024). PMID 26963110.{{cite journal}}: CS1 maint: DOI inactive as of December 2024 (link)
Chan S, Reddy V, Myers B, Thibodeaux Q, Brownstone N, Liao W (June 2020). "Machine Learning in Dermatology: Current Applications, Opportunities, and Limitations". Dermatology and Therapy. 10 (3): 365–386. doi:10.1007/s13555-020-00372-0. PMC 7211783. PMID 32253623.
Han SS, Moon IJ, Lim W, Suh IS, Lee SY, Na JI, et al. (January 2020). "Keratinocytic Skin Cancer Detection on the Face Using Region-Based Convolutional Neural Network". JAMA Dermatology. 156 (1): 29–37. doi:10.1001/jamadermatol.2019.3807. PMC 6902187. PMID 31799995.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. (February 2017). "Dermatologist-level classification of skin cancer with deep neural networks". Nature. 542 (7639): 115–118. Bibcode:2017Natur.542..115E. doi:10.1038/nature21056. PMC 8382232. PMID 28117445. S2CID 3767412.
Noyan MA, Durdu M, Eskiocak AH (October 2020). "TzanckNet: a convolutional neural network to identify cells in the cytology of erosive-vesiculobullous diseases". Scientific Reports. 10 (1): 18314. doi:10.1038/s41598-020-75546-z. PMC 7591506. PMID 33110197.
Adamson AS, Smith A (November 2018). "Machine Learning and Health Care Disparities in Dermatology". JAMA Dermatology. 154 (11): 1247–1248. doi:10.1001/jamadermatol.2018.2348. PMID 30073260. S2CID 51907489.
Haggenmüller S, Maron RC, Hekler A, Utikal JS, Barata C, Barnhill RL, et al. (October 2021). "Skin cancer classification via convolutional neural networks: systematic review of studies involving human experts". European Journal of Cancer. 156: 202–216. doi:10.1016/j.ejca.2021.06.049. PMID 34509059.
Han SS, Moon IJ, Kim SH, Na JI, Kim MS, Park GH, et al. (November 2020). "Assessment of deep neural networks for the diagnosis of benign and malignant skin neoplasms in comparison with dermatologists: A retrospective validation study". PLOS Medicine. 17 (11): e1003381. doi:10.1371/journal.pmed.1003381. PMC 7688128. PMID 33237903.
Patcas R, Bernini DA, Volokitin A, Agustsson E, Rothe R, Timofte R (January 2019). "Applying artificial intelligence to assess the impact of orthognathic treatment on facial attractiveness and estimated age". International Journal of Oral and Maxillofacial Surgery. 48 (1): 77–83. doi:10.1016/j.ijom.2018.07.010. PMID 30087062.
Patcas R, Timofte R, Volokitin A, Agustsson E, Eliades T, Eichenberger M, et al. (August 2019). "Facial attractiveness of cleft patients: a direct comparison between artificial-intelligence-based scoring and conventional rater groups". European Journal of Orthodontics. 41 (4): 428–433. doi:10.1093/ejo/cjz007. hdl:20.500.11850/377316. PMID 30788496. S2CID 73507799.
Cao JS, Lu ZY, Chen MY, Zhang B, Juengpanich S, Hu JH, et al. (April 2021). "Artificial intelligence in gastroenterology and hepatology: Status and challenges". World Journal of Gastroenterology. 27 (16): 1664–1690. doi:10.3748/wjg.v27.i16.1664. PMC 8072192. PMID 33967550.
Iacucci M, Parigi TL, Del Amor R, Meseguer P, Mandelli G, Bozzola A, et al. (June 2023). "Artificial Intelligence Enabled Histological Prediction of Remission or Activity and Clinical Outcomes in Ulcerative Colitis". Gastroenterology. 164 (7): 1180–1188.e2. doi:10.1053/j.gastro.2023.02.031. hdl:2434/962515. PMID 36871598.
Kim HY, Cho GJ, Kwon HS (January 2023). "Applications of artificial intelligence in obstetrics". Ultrasonography. 42 (1): 2–9. doi:10.14366/usg.22063. PMC 9816710. PMID 36588179.
Tran NK, Albahra S, May L, Waldman S, Crabtree S, Bainbridge S, et al. (December 2021). "Evolving Applications of Artificial Intelligence and Machine Learning in Infectious Diseases Testing". Clinical Chemistry. 68 (1): 125–133. doi:10.1093/clinchem/hvab239. PMC 9383167. PMID 34969102.
Farhat F, Sohail SS, Alam MT, Ubaid S, Ashhad M, Madsen DØ (2023-11-08). "COVID-19 and beyond: leveraging artificial intelligence for enhanced outbreak control". Frontiers in Artificial Intelligence. 6: 1266560. doi:10.3389/frai.2023.1266560. PMC 10663297. PMID 38028660.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). Pani D (ed.). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.1371/journal.pdig.0000132. PMC 9931281. PMID 36812557.
Pierson E, Cutler DM, Leskovec J, Mullainathan S, Obermeyer Z (January 2021). "An algorithmic approach to reducing unexplained pain disparities in underserved populations". Nature Medicine. 27 (1): 136–140. doi:10.1038/s41591-020-01192-7. PMID 33442014. S2CID 256839494.
Khojaste-Sarakhsi M, Haghighi SS, Ghomi SM, Marchiori E (August 2022). "Deep learning for Alzheimer's disease diagnosis: A survey". Artificial Intelligence in Medicine. 130 (933–3657): 102332. doi:10.1016/j.artmed.2022.102332. PMID 35809971. S2CID 249633553.
Qu C, Zou Y, Ma Y, Chen Q, Luo J, Fan H, et al. (21 April 2022). "Diagnostic Performance of Generative Adversarial Network-Based Deep Learning Methods for Alzheimer's Disease: A Systematic Review and Meta-Analysis". Frontiers in Aging Neuroscience. 14: 841696. doi:10.3389/fnagi.2022.841696. PMC 9068970. PMID 35527734.
Fisher CK, Smith AM, Walsh JR (September 2019). "Machine learning for comprehensive forecasting of Alzheimer's Disease progression". Scientific Reports. 9 (1): 13622. arXiv:1807.03876. Bibcode:2019NatSR...913622F. doi:10.1038/s41598-019-49656-2. PMC 6754403. PMID 31541187.
Bhinder B, Gilvary C, Madhukar NS, Elemento O (April 2021). "Artificial Intelligence in Cancer Research and Precision Medicine". Cancer Discovery. 11 (4): 900–915. doi:10.1158/2159-8290.CD-21-0090. PMC 8034385. PMID 33811123.
Majumder A, Sen D (October 2021). "Artificial intelligence in cancer diagnostics and therapy: current perspectives". Indian Journal of Cancer. 58 (4): 481–492. doi:10.4103/ijc.IJC_399_20. PMID 34975094. S2CID 240522128.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144.
Pantanowitz L, Quiroga-Garza GM, Bien L, Heled R, Laifenfeld D, Linhart C, et al. (August 2020). "An artificial intelligence algorithm for prostate cancer diagnosis in whole slide images of core needle biopsies: a blinded clinical validation and deployment study". The Lancet. Digital Health. 2 (8): e407 – e416. doi:10.1016/S2589-7500(20)30159-X. PMID 33328045.
Arthur A, Orton MR, Emsley R, Vit S, Kelly-Morland C, Strauss D, et al. (November 2023). "A CT-based radiomics classification model for the prediction of histological type and tumour grade in retroperitoneal sarcoma (RADSARC-R): a retrospective multicohort analysis". The Lancet. Oncology. 24 (11): 1277–1286. doi:10.1016/S1470-2045(23)00462-X. PMC 10618402. PMID 37922931.
Ravindran S (April 2019). "How artificial intelligence is helping to prevent blindness". Nature. doi:10.1038/d41586-019-01111-y. PMID 32269369. S2CID 146005413.
Han JH (August 2022). "Artificial Intelligence in Eye Disease: Recent Developments, Applications, and Surveys". Diagnostics. 12 (8): 1927. doi:10.3390/diagnostics12081927. PMC 9406878. PMID 36010277.
Lourenço BC, Guimarães-Teixeira C, Flores BC, Miranda-Gonçalves V, Guimarães R, Cantante M, et al. (February 2022). "Ki67 and LSD1 Expression in Testicular Germ Cell Tumors Is Not Associated with Patient Outcome: Investigation Using a Digital Pathology Algorithm". Life. 12 (2): 264. Bibcode:2022Life...12..264L. doi:10.3390/life12020264. PMC 8875543. PMID 35207551.
- Figure 2 - available via license: Creative Commons Attribution 4.0 International
Försch S, Klauschen F, Hufnagl P, Roth W (March 2021). "Artificial Intelligence in Pathology". Deutsches Ärzteblatt International. 118 (12): 194–204. doi:10.3238/arztebl.m2021.0011. PMC 8278129. PMID 34024323.
Steiner DF, MacDonald R, Liu Y, Truszkowski P, Hipp JD, Gammage C, et al. (December 2018). "Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer". The American Journal of Surgical Pathology. 42 (12): 1636–1646. doi:10.1097/PAS.0000000000001151. PMC 6257102. PMID 30312179.
Ho J, Ahlers SM, Stratman C, Aridor O, Pantanowitz L, Fine JL, et al. (2014). "Can digital pathology result in cost savings? A financial projection for digital pathology implementation at a large integrated health care organization". Journal of Pathology Informatics. 5 (1): 33. doi:10.4103/2153-3539.139714. PMC 4168664. PMID 25250191.
Jurmeister P, Bockmayr M, Seegerer P, Bockmayr T, Treue D, Montavon G, et al. (September 2019). "Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases". Science Translational Medicine. 11 (509): eaaw8513. doi:10.1126/scitranslmed.aaw8513. PMID 31511427. S2CID 202564269.
Mistry P (September 2019). "Artificial intelligence in primary care". The British Journal of General Practice. 69 (686): 422–423. doi:10.3399/bjgp19X705137. PMC 6715470. PMID 31467001.
Blease C, Kaptchuk TJ, Bernstein MH, Mandl KD, Halamka JD, DesRoches CM (March 2019). "Artificial Intelligence and the Future of Primary Care: Exploratory Qualitative Study of UK General Practitioners' Views". Journal of Medical Internet Research. 21 (3): e12802. doi:10.2196/12802. PMC 6446158. PMID 30892270. S2CID 59175658.
Liyanage H, Liaw ST, Jonnagaddala J, Schreiber R, Kuziemsky C, Terry AL, et al. (August 2019). "Artificial Intelligence in Primary Health Care: Perceptions, Issues, and Challenges". Yearbook of Medical Informatics. 28 (1): 41–46. doi:10.1055/s-0039-1677901. PMC 6697547. PMID 31022751.
Herter WE, Khuc J, Cinà G, Knottnerus BJ, Numans ME, Wiewel MA, et al. (May 2022). "Impact of a Machine Learning-Based Decision Support System for Urinary Tract Infections: Prospective Observational Study in 36 Primary Care Practices". JMIR Medical Informatics. 10 (5): e27795. doi:10.2196/27795. PMC 9118012. PMID 35507396. S2CID 246819392.
Savage N (January 2022). "Robots rise to meet the challenge of caring for old people". Nature. 601 (7893): S8 – S10. Bibcode:2022Natur.601S...8S. doi:10.1038/d41586-022-00072-z. PMID 35046591. S2CID 246064292.
Graham S, Depp C, Lee EE, Nebeker C, Tu X, Kim HC, et al. (November 2019). "Artificial Intelligence for Mental Health and Mental Illnesses: an Overview". Current Psychiatry Reports. 21 (11): 116. doi:10.1007/s11920-019-1094-0. PMC 7274446. PMID 31701320.
Chekroud AM, Bondar J, Delgadillo J, Doherty G, Wasil A, Fokkema M, et al. (June 2021). "The promise of machine learning in predicting treatment outcomes in psychiatry". World Psychiatry. 20 (2): 154–170. doi:10.1002/wps.20882. PMC 8129866. PMID 34002503.
Fulmer R, Joerin A, Gentile B, Lakerink L, Rauws M (December 2018). "Using Psychological Artificial Intelligence (Tess) to Relieve Symptoms of Depression and Anxiety: Randomized Controlled Trial". JMIR Mental Health. 5 (4): e64. doi:10.2196/mental.9782. PMC 6315222. PMID 30545815.
Coppersmith G, Leary R, Crutchley P, Fine A (January 2018). "Natural Language Processing of Social Media as Screening for Suicide Risk". Biomedical Informatics Insights. 10: 1178222618792860. doi:10.1177/1178222618792860. PMC 6111391. PMID 30158822.
Brunn M, Diefenbacher A, Courtet P, Genieys W (August 2020). "The Future is Knocking: How Artificial Intelligence Will Fundamentally Change Psychiatry". Academic Psychiatry. 44 (4): 461–466. doi:10.1007/s40596-020-01243-8. PMID 32424706. S2CID 218682746.
Rutledge RB, Chekroud AM, Huys QJ (April 2019). "Machine learning and big data in psychiatry: toward clinical applications". Current Opinion in Neurobiology. Machine Learning, Big Data, and Neuroscience. 55: 152–159. doi:10.1016/j.conb.2019.02.006. PMID 30999271. S2CID 115202826.
Pisarchik AN, Maksimenko VA, Hramov AE (October 2019). "From Novel Technology to Novel Applications: Comment on "An Integrated Brain-Machine Interface Platform With Thousands of Channels" by Elon Musk and Neuralink". Journal of Medical Internet Research. 21 (10): e16356. doi:10.2196/16356. PMC 6914250. PMID 31674923. S2CID 207818415.
Hosny A, Parmar C, Quackenbush J, Schwartz LH, Aerts HJ (August 2018). "Artificial intelligence in radiology". Nature Reviews. Cancer. 18 (8): 500–510. doi:10.1038/s41568-018-0016-5. PMC 6268174. PMID 29777175.
Liu X, Faes L, Kale AU, Wagner SK, Fu DJ, Bruynseels A, et al. (October 2019). "A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis". The Lancet. Digital Health. 1 (6): e271 – e297. doi:10.1016/S2589-7500(19)30123-2. PMID 33323251. S2CID 204037561.
Richardson ML, Garwood ER, Lee Y, Li MD, Lo HS, Nagaraju A, et al. (September 2021). "Noninterpretive Uses of Artificial Intelligence in Radiology". Academic Radiology. 28 (9): 1225–1235. doi:10.1016/j.acra.2020.01.012. PMID 32059956.
Seifert R, Weber M, Kocakavuk E, Rischpler C, Kersting D (March 2021). "Artificial Intelligence and Machine Learning in Nuclear Medicine: Future Perspectives". Seminars in Nuclear Medicine. 51 (2): 170–177. doi:10.1053/j.semnuclmed.2020.08.003. PMID 33509373. S2CID 224863373.
Pacilè S, Lopez J, Chone P, Bertinotti T, Grouin JM, Fillard P (November 2020). "Improving Breast Cancer Detection Accuracy of Mammography with the Concurrent Use of an Artificial Intelligence Tool". Radiology: Artificial Intelligence. 2 (6): e190208. doi:10.1148/ryai.2020190208. PMC 8082372. PMID 33937844.
Vora LK, Gholap AD, Jetha K, Thakur RR, Solanki HK, Chavda VP (2023-07-10). "Artificial Intelligence in Pharmaceutical Technology and Drug Delivery Design". Pharmaceutics. 15 (7): 1916. doi:10.3390/pharmaceutics15071916. ISSN 1999-4923. PMC 10385763. PMID 37514102.
Guo J, Li B (2018-08-01). "The Application of Medical Artificial Intelligence Technology in Rural Areas of Developing Countries". Health Equity. 2 (1): 174–181. doi:10.1089/heq.2018.0037. PMC 6110188. PMID 30283865.
Collins GS, Moons KG, Dhiman P, Riley RD, Beam AL, Van Calster B, et al. (April 2024). "TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods". BMJ. 385: e078378. doi:10.1136/bmj-2023-078378. PMC 11019967. PMID 38626948.
Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS, Denaxas S, et al. (May 2022). "Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI". BMJ. 377: e070904. doi:10.1136/bmj-2022-070904. PMC 9116198. PMID 35584845.
Liu X, Cruz Rivera S, Moher D, Calvert MJ, Denniston AK (September 2020). "Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension". Nature Medicine. 26 (9): 1364–1374. doi:10.1038/s41591-020-1034-x. PMC 7598943. PMID 32908283.
Forcier MB, Gallois H, Mullan S, Joly Y (October 2019). "Integrating artificial intelligence into health care through data access: can the GDPR act as a beacon for policymakers?". Journal of Law and the Biosciences. 6 (1): 317–335. doi:10.1093/jlb/lsz013. PMC 6813940. PMID 31666972.
Lacassie E, Marquet P, Martin-Dupont S, Gaulier JM, Lachâtre G (September 2000). "A non-fatal case of intoxication with foxglove, documented by means of liquid chromatography-electrospray-mass spectrometry". Journal of Forensic Sciences. 45 (5): 1154–1158. doi:10.1520/JFS14845J. PMID 11005196.
Mudgal KS, Das N (2020-11-01). "The ethical adoption of artificial intelligence in radiology". BJR Open. 2 (1): 20190020. doi:10.1259/bjro.20190020. PMC 7605209. PMID 33178959.
Davenport T, Kalakota R (June 2019). "The potential for artificial intelligence in healthcare". Future Healthcare Journal. 6 (2): 94–98. doi:10.7861/futurehosp.6-2-94. PMC 6616181. PMID 31363513.
Baric-Parker J, Anderson EE (November 2020). "Patient Data-Sharing for AI: Ethical Challenges, Catholic Solutions". The Linacre Quarterly. 87 (4): 471–481. doi:10.1177/0024363920922690. PMC 7551527. PMID 33100395.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.2196/42936. PMC 11041459. PMID 38875587. S2CID 256681439.
Nordling L (September 2019). "A fairer way forward for AI in health care". Nature. 573 (7775): S103 – S105. Bibcode:2019Natur.573S.103N. doi:10.1038/d41586-019-02872-2. PMID 31554993. S2CID 202749329.
Reddy S, Allan S, Coghlan S, Cooper P (March 2020). "A governance model for the application of AI in health care". Journal of the American Medical Informatics Association. 27 (3): 491–497. doi:10.1093/jamia/ocz192. PMC 7647243. PMID 31682262.
Pumplun L, Fecho M, Wahl N, Peters F, Buxmann P (October 2021). "Adoption of Machine Learning Systems for Medical Diagnostics in Clinics: Qualitative Interview Study". Journal of Medical Internet Research. 23 (10): e29301. doi:10.2196/29301. PMC 8556641. PMID 34652275. S2CID 238990562.
Duda RO, Shortliffe EH (April 1983). "Expert Systems Research". Science. 220 (4594): 261–268. Bibcode:1983Sci...220..261D. doi:10.1126/science.6340198. PMID 6340198.
Miller RA (1994). "Medical diagnostic decision support systems--past, present, and future: a threaded bibliography and brief commentary". Journal of the American Medical Informatics Association. 1 (1): 8–27. doi:10.1136/jamia.1994.95236141. PMC 116181. PMID 7719792.
Adlassnig KP (July 1980). "A fuzzy logical model of computer-assisted medical diagnosis". Methods of Information in Medicine. 19 (3): 141–148. doi:10.1055/s-0038-1636674. PMID 6997678.
Reggia JA, Peng Y (September 1987). "Modeling diagnostic reasoning: a summary of parsimonious covering theory". Computer Methods and Programs in Biomedicine. 25 (2): 125–134. doi:10.1016/0169-2607(87)90048-4. PMC 2244953. PMID 3315427.
Baxt WG (December 1991). "Use of an artificial neural network for the diagnosis of myocardial infarction". Annals of Internal Medicine. 115 (11): 843–848. doi:10.7326/0003-4819-115-11-843. PMID 1952470.
Maclin PS, Dempsey J, Brooks J, Rand J (February 1991). "Using neural networks to diagnose cancer". Journal of Medical Systems. 15 (1): 11–19. doi:10.1007/bf00993877. PMID 1748845. S2CID 10189561.
Jha AK, DesRoches CM, Campbell EG, Donelan K, Rao SR, Ferris TG, et al. (April 2009). "Use of electronic health records in U.S. hospitals". The New England Journal of Medicine. 360 (16): 1628–1638. doi:10.1056/NEJMsa0900592. PMID 19321858. S2CID 19914056.
Hu L, Li L (December 2022). "Using Tree-Based Machine Learning for Health Studies: Literature Review and Case Series". International Journal of Environmental Research and Public Health. 19 (23): 16080. doi:10.3390/ijerph192316080. PMC 9736500. PMID 36498153.

ncbi.nlm.nih.gov

Petersson L, Larsson I, Nygren JM, Nilsen P, Neher M, Reed JE, et al. (July 2022). "Challenges to implementing artificial intelligence in healthcare: a qualitative interview study with healthcare leaders in Sweden". BMC Health Services Research. 22 (1): 850. doi:10.1186/s12913-022-08215-8. PMC 9250210. PMID 35778736.
Andrew Wong; Erkin Otles; John P. Donnelly; Andrew Krumm; Jeffrey McCullough; Olivia DeTroyer-Cooley; Justin Pestrue; Marie Phillips; Judy Konye; Carleen Penoza; Muhammad Ghous; Karandeep Singh (June 21, 2021). "External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients". JAMA Internal Medicine. 181 (8): 1065–1070. doi:10.1001/jamainternmed.2021.2626. PMC 8218233. PMID 34152373.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Varoquaux G, Cheplygina V (April 12, 2022). "Machine learning for medical imaging: methodological failures and recommendations for the future". npj Digital Medicine. 5 (48): 48. doi:10.1038/s41746-022-00592-y. PMC 9005663. PMID 35413988.
Alowais SA, Alghamdi SS, Alsuhebany N, Alqahtani T, Alshaya AI, Almohareb SN, et al. (September 2023). "Revolutionizing healthcare: the role of artificial intelligence in clinical practice". BMC Medical Education. 23 (1): 689. doi:10.1186/s12909-023-04698-z. PMC 10517477. PMID 37740191.
Li Q, Yang X, Xu J, Guo Y, He X, Hu H, et al. (August 2023). "Early prediction of Alzheimer's disease and related dementias using real-world electronic health records". Alzheimer's & Dementia. 19 (8): 3506–3518. doi:10.1002/alz.12967. PMC 10976442. PMID 36815661. S2CID 257101613.
Ayers JW, Poliak A, Dredze M, Leas EC, Zhu Z, Kelley JB, et al. (2023). "Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum". JAMA Internal Medicine. 183 (6): 589–596. doi:10.1001/jamainternmed.2023.1838. PMC 10148230. PMID 37115527.
Ramezanpour A, Beam AL, Chen JH, Mashaghi A (November 2020). "Statistical Physics for Medical Diagnostics: Learning, Inference, and Optimization Algorithms". Diagnostics. 10 (11): 972. doi:10.3390/diagnostics10110972. PMC 7699346. PMID 33228143.
Bokharaeian B, Diaz A, Chitsaz H (2016). "Enhancing Extraction of Drug-Drug Interaction from Literature Using Neutral Candidates, Negation, and Clause Dependency". PLOS ONE. 11 (10): e0163480. Bibcode:2016PLoSO..1163480B. doi:10.1371/journal.pone.0163480. PMC 5047471. PMID 27695078.
Cai R, Liu M, Hu Y, Melton BL, Matheny ME, Xu H, et al. (February 2017). "Identification of adverse drug-drug interactions through causal association rule discovery from spontaneous adverse event reports". Artificial Intelligence in Medicine. 76: 7–15. doi:10.1016/j.artmed.2017.01.004. PMC 6438384. PMID 28363289.
Christopoulou F, Tran TT, Sahu SK, Miwa M, Ananiadou S (January 2020). "Adverse drug events and medication relation extraction in electronic health records with ensemble deep learning methods". Journal of the American Medical Informatics Association. 27 (1): 39–46. doi:10.1093/jamia/ocz101. PMC 6913215. PMID 31390003.
Pivovarov R, Elhadad N (September 2015). "Automated methods for the summarization of electronic health records". Journal of the American Medical Informatics Association. 22 (5): 938–947. doi:10.1093/jamia/ocv032. PMC 4986665. PMID 25882031. S2CID 1452.
Yang M (October 2021). "Algorithms of Oppression: How Search Engines Reinforce RacismAlgorithms of Oppression: How Search Engines Reinforce Racism Safiya Umoja Noble NYU Press, 2018. 256 pp". Science. 374 (6567): 35–44. doi:10.1177/2057047320950636. PMC 7441483.
Pouke M, Häkkilä J (December 2013). "Elderly healthcare monitoring using an avatar-based 3D virtual environment". International Journal of Environmental Research and Public Health. 10 (12): 7283–7298. doi:10.3390/ijerph10127283. PMC 3881167. PMID 24351747. S2CID 18535954.
Chen W, Sun Q, Chen X, Xie G, Wu H, Xu C (May 2021). "Deep Learning Methods for Heart Sounds Classification: A Systematic Review". Entropy. 23 (6): 667. Bibcode:2021Entrp..23..667C. doi:10.3390/e23060667. PMC 8229456. PMID 34073201.
He B, Kwan AC, Cho JH, Yuan N, Pollick C, Shiota T, et al. (April 2023). "Blinded, randomized trial of sonographer versus AI cardiac function assessment". Nature. 616 (7957): 520–524. Bibcode:2023Natur.616..520H. doi:10.1038/s41586-023-05947-3. PMC 10115627. PMID 37020027.
Chan S, Reddy V, Myers B, Thibodeaux Q, Brownstone N, Liao W (June 2020). "Machine Learning in Dermatology: Current Applications, Opportunities, and Limitations". Dermatology and Therapy. 10 (3): 365–386. doi:10.1007/s13555-020-00372-0. PMC 7211783. PMID 32253623.
Han SS, Moon IJ, Lim W, Suh IS, Lee SY, Na JI, et al. (January 2020). "Keratinocytic Skin Cancer Detection on the Face Using Region-Based Convolutional Neural Network". JAMA Dermatology. 156 (1): 29–37. doi:10.1001/jamadermatol.2019.3807. PMC 6902187. PMID 31799995.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. (February 2017). "Dermatologist-level classification of skin cancer with deep neural networks". Nature. 542 (7639): 115–118. Bibcode:2017Natur.542..115E. doi:10.1038/nature21056. PMC 8382232. PMID 28117445. S2CID 3767412.
Noyan MA, Durdu M, Eskiocak AH (October 2020). "TzanckNet: a convolutional neural network to identify cells in the cytology of erosive-vesiculobullous diseases". Scientific Reports. 10 (1): 18314. doi:10.1038/s41598-020-75546-z. PMC 7591506. PMID 33110197.
Han SS, Moon IJ, Kim SH, Na JI, Kim MS, Park GH, et al. (November 2020). "Assessment of deep neural networks for the diagnosis of benign and malignant skin neoplasms in comparison with dermatologists: A retrospective validation study". PLOS Medicine. 17 (11): e1003381. doi:10.1371/journal.pmed.1003381. PMC 7688128. PMID 33237903.
Cao JS, Lu ZY, Chen MY, Zhang B, Juengpanich S, Hu JH, et al. (April 2021). "Artificial intelligence in gastroenterology and hepatology: Status and challenges". World Journal of Gastroenterology. 27 (16): 1664–1690. doi:10.3748/wjg.v27.i16.1664. PMC 8072192. PMID 33967550.
Kim HY, Cho GJ, Kwon HS (January 2023). "Applications of artificial intelligence in obstetrics". Ultrasonography. 42 (1): 2–9. doi:10.14366/usg.22063. PMC 9816710. PMID 36588179.
Tran NK, Albahra S, May L, Waldman S, Crabtree S, Bainbridge S, et al. (December 2021). "Evolving Applications of Artificial Intelligence and Machine Learning in Infectious Diseases Testing". Clinical Chemistry. 68 (1): 125–133. doi:10.1093/clinchem/hvab239. PMC 9383167. PMID 34969102.
Farhat F, Sohail SS, Alam MT, Ubaid S, Ashhad M, Madsen DØ (2023-11-08). "COVID-19 and beyond: leveraging artificial intelligence for enhanced outbreak control". Frontiers in Artificial Intelligence. 6: 1266560. doi:10.3389/frai.2023.1266560. PMC 10663297. PMID 38028660.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). Pani D (ed.). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.1371/journal.pdig.0000132. PMC 9931281. PMID 36812557.
Qu C, Zou Y, Ma Y, Chen Q, Luo J, Fan H, et al. (21 April 2022). "Diagnostic Performance of Generative Adversarial Network-Based Deep Learning Methods for Alzheimer's Disease: A Systematic Review and Meta-Analysis". Frontiers in Aging Neuroscience. 14: 841696. doi:10.3389/fnagi.2022.841696. PMC 9068970. PMID 35527734.
Fisher CK, Smith AM, Walsh JR (September 2019). "Machine learning for comprehensive forecasting of Alzheimer's Disease progression". Scientific Reports. 9 (1): 13622. arXiv:1807.03876. Bibcode:2019NatSR...913622F. doi:10.1038/s41598-019-49656-2. PMC 6754403. PMID 31541187.
Bhinder B, Gilvary C, Madhukar NS, Elemento O (April 2021). "Artificial Intelligence in Cancer Research and Precision Medicine". Cancer Discovery. 11 (4): 900–915. doi:10.1158/2159-8290.CD-21-0090. PMC 8034385. PMID 33811123.
Arthur A, Orton MR, Emsley R, Vit S, Kelly-Morland C, Strauss D, et al. (November 2023). "A CT-based radiomics classification model for the prediction of histological type and tumour grade in retroperitoneal sarcoma (RADSARC-R): a retrospective multicohort analysis". The Lancet. Oncology. 24 (11): 1277–1286. doi:10.1016/S1470-2045(23)00462-X. PMC 10618402. PMID 37922931.
Han JH (August 2022). "Artificial Intelligence in Eye Disease: Recent Developments, Applications, and Surveys". Diagnostics. 12 (8): 1927. doi:10.3390/diagnostics12081927. PMC 9406878. PMID 36010277.
Lourenço BC, Guimarães-Teixeira C, Flores BC, Miranda-Gonçalves V, Guimarães R, Cantante M, et al. (February 2022). "Ki67 and LSD1 Expression in Testicular Germ Cell Tumors Is Not Associated with Patient Outcome: Investigation Using a Digital Pathology Algorithm". Life. 12 (2): 264. Bibcode:2022Life...12..264L. doi:10.3390/life12020264. PMC 8875543. PMID 35207551.
- Figure 2 - available via license: Creative Commons Attribution 4.0 International
Försch S, Klauschen F, Hufnagl P, Roth W (March 2021). "Artificial Intelligence in Pathology". Deutsches Ärzteblatt International. 118 (12): 194–204. doi:10.3238/arztebl.m2021.0011. PMC 8278129. PMID 34024323.
Steiner DF, MacDonald R, Liu Y, Truszkowski P, Hipp JD, Gammage C, et al. (December 2018). "Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer". The American Journal of Surgical Pathology. 42 (12): 1636–1646. doi:10.1097/PAS.0000000000001151. PMC 6257102. PMID 30312179.
Ho J, Ahlers SM, Stratman C, Aridor O, Pantanowitz L, Fine JL, et al. (2014). "Can digital pathology result in cost savings? A financial projection for digital pathology implementation at a large integrated health care organization". Journal of Pathology Informatics. 5 (1): 33. doi:10.4103/2153-3539.139714. PMC 4168664. PMID 25250191.
Mistry P (September 2019). "Artificial intelligence in primary care". The British Journal of General Practice. 69 (686): 422–423. doi:10.3399/bjgp19X705137. PMC 6715470. PMID 31467001.
Blease C, Kaptchuk TJ, Bernstein MH, Mandl KD, Halamka JD, DesRoches CM (March 2019). "Artificial Intelligence and the Future of Primary Care: Exploratory Qualitative Study of UK General Practitioners' Views". Journal of Medical Internet Research. 21 (3): e12802. doi:10.2196/12802. PMC 6446158. PMID 30892270. S2CID 59175658.
Liyanage H, Liaw ST, Jonnagaddala J, Schreiber R, Kuziemsky C, Terry AL, et al. (August 2019). "Artificial Intelligence in Primary Health Care: Perceptions, Issues, and Challenges". Yearbook of Medical Informatics. 28 (1): 41–46. doi:10.1055/s-0039-1677901. PMC 6697547. PMID 31022751.
Herter WE, Khuc J, Cinà G, Knottnerus BJ, Numans ME, Wiewel MA, et al. (May 2022). "Impact of a Machine Learning-Based Decision Support System for Urinary Tract Infections: Prospective Observational Study in 36 Primary Care Practices". JMIR Medical Informatics. 10 (5): e27795. doi:10.2196/27795. PMC 9118012. PMID 35507396. S2CID 246819392.
Graham S, Depp C, Lee EE, Nebeker C, Tu X, Kim HC, et al. (November 2019). "Artificial Intelligence for Mental Health and Mental Illnesses: an Overview". Current Psychiatry Reports. 21 (11): 116. doi:10.1007/s11920-019-1094-0. PMC 7274446. PMID 31701320.
Chekroud AM, Bondar J, Delgadillo J, Doherty G, Wasil A, Fokkema M, et al. (June 2021). "The promise of machine learning in predicting treatment outcomes in psychiatry". World Psychiatry. 20 (2): 154–170. doi:10.1002/wps.20882. PMC 8129866. PMID 34002503.
Fulmer R, Joerin A, Gentile B, Lakerink L, Rauws M (December 2018). "Using Psychological Artificial Intelligence (Tess) to Relieve Symptoms of Depression and Anxiety: Randomized Controlled Trial". JMIR Mental Health. 5 (4): e64. doi:10.2196/mental.9782. PMC 6315222. PMID 30545815.
Coppersmith G, Leary R, Crutchley P, Fine A (January 2018). "Natural Language Processing of Social Media as Screening for Suicide Risk". Biomedical Informatics Insights. 10: 1178222618792860. doi:10.1177/1178222618792860. PMC 6111391. PMID 30158822.
Pisarchik AN, Maksimenko VA, Hramov AE (October 2019). "From Novel Technology to Novel Applications: Comment on "An Integrated Brain-Machine Interface Platform With Thousands of Channels" by Elon Musk and Neuralink". Journal of Medical Internet Research. 21 (10): e16356. doi:10.2196/16356. PMC 6914250. PMID 31674923. S2CID 207818415.
Hosny A, Parmar C, Quackenbush J, Schwartz LH, Aerts HJ (August 2018). "Artificial intelligence in radiology". Nature Reviews. Cancer. 18 (8): 500–510. doi:10.1038/s41568-018-0016-5. PMC 6268174. PMID 29777175.
Pacilè S, Lopez J, Chone P, Bertinotti T, Grouin JM, Fillard P (November 2020). "Improving Breast Cancer Detection Accuracy of Mammography with the Concurrent Use of an Artificial Intelligence Tool". Radiology: Artificial Intelligence. 2 (6): e190208. doi:10.1148/ryai.2020190208. PMC 8082372. PMID 33937844.
Vora LK, Gholap AD, Jetha K, Thakur RR, Solanki HK, Chavda VP (2023-07-10). "Artificial Intelligence in Pharmaceutical Technology and Drug Delivery Design". Pharmaceutics. 15 (7): 1916. doi:10.3390/pharmaceutics15071916. ISSN 1999-4923. PMC 10385763. PMID 37514102.
Guo J, Li B (2018-08-01). "The Application of Medical Artificial Intelligence Technology in Rural Areas of Developing Countries". Health Equity. 2 (1): 174–181. doi:10.1089/heq.2018.0037. PMC 6110188. PMID 30283865.
Collins GS, Moons KG, Dhiman P, Riley RD, Beam AL, Van Calster B, et al. (April 2024). "TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods". BMJ. 385: e078378. doi:10.1136/bmj-2023-078378. PMC 11019967. PMID 38626948.
Vasey B, Nagendran M, Campbell B, Clifton DA, Collins GS, Denaxas S, et al. (May 2022). "Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI". BMJ. 377: e070904. doi:10.1136/bmj-2022-070904. PMC 9116198. PMID 35584845.
Liu X, Cruz Rivera S, Moher D, Calvert MJ, Denniston AK (September 2020). "Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension". Nature Medicine. 26 (9): 1364–1374. doi:10.1038/s41591-020-1034-x. PMC 7598943. PMID 32908283.
Forcier MB, Gallois H, Mullan S, Joly Y (October 2019). "Integrating artificial intelligence into health care through data access: can the GDPR act as a beacon for policymakers?". Journal of Law and the Biosciences. 6 (1): 317–335. doi:10.1093/jlb/lsz013. PMC 6813940. PMID 31666972.
Mudgal KS, Das N (2020-11-01). "The ethical adoption of artificial intelligence in radiology". BJR Open. 2 (1): 20190020. doi:10.1259/bjro.20190020. PMC 7605209. PMID 33178959.
Davenport T, Kalakota R (June 2019). "The potential for artificial intelligence in healthcare". Future Healthcare Journal. 6 (2): 94–98. doi:10.7861/futurehosp.6-2-94. PMC 6616181. PMID 31363513.
Baric-Parker J, Anderson EE (November 2020). "Patient Data-Sharing for AI: Ethical Challenges, Catholic Solutions". The Linacre Quarterly. 87 (4): 471–481. doi:10.1177/0024363920922690. PMC 7551527. PMID 33100395.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.2196/42936. PMC 11041459. PMID 38875587. S2CID 256681439.
Reddy S, Allan S, Coghlan S, Cooper P (March 2020). "A governance model for the application of AI in health care". Journal of the American Medical Informatics Association. 27 (3): 491–497. doi:10.1093/jamia/ocz192. PMC 7647243. PMID 31682262.
Pumplun L, Fecho M, Wahl N, Peters F, Buxmann P (October 2021). "Adoption of Machine Learning Systems for Medical Diagnostics in Clinics: Qualitative Interview Study". Journal of Medical Internet Research. 23 (10): e29301. doi:10.2196/29301. PMC 8556641. PMID 34652275. S2CID 238990562.
Miller RA (1994). "Medical diagnostic decision support systems--past, present, and future: a threaded bibliography and brief commentary". Journal of the American Medical Informatics Association. 1 (1): 8–27. doi:10.1136/jamia.1994.95236141. PMC 116181. PMID 7719792.
Reggia JA, Peng Y (September 1987). "Modeling diagnostic reasoning: a summary of parsimonious covering theory". Computer Methods and Programs in Biomedicine. 25 (2): 125–134. doi:10.1016/0169-2607(87)90048-4. PMC 2244953. PMID 3315427.
Hu L, Li L (December 2022). "Using Tree-Based Machine Learning for Health Studies: Literature Review and Case Series". International Journal of Environmental Research and Public Health. 19 (23): 16080. doi:10.3390/ijerph192316080. PMC 9736500. PMID 36498153.

nihr.ac.uk

evidence.nihr.ac.uk

"Artificial intelligence: 10 promising interventions for healthcare". NIHR Evidence. National Institute for Health and Care Research. 28 July 2023. doi:10.3310/nihrevidence_59502.

nypost.com

Knight T (May 31, 2023). "Eating disorder helpline fires AI for harmful advice after sacking humans".

oup.com

academic.oup.com

Mullainathan S, Obermeyer Z (2022). ""Diagnosing Physician Error: A Machine Learning Approach to Low-Value Health Care"". The Quarterly Journal of Economics. 137 (2): 679–727. doi:10.1093/qje/qjab046 – via Oxford Academic.

pewresearch.org

Rainie L, Funk C, Anderson M, Tyson A (2022-03-17). "1. How Americans think about artificial intelligence". Pew Research Center. Retrieved 2024-06-11.

psu.edu

citeseerx.ist.psu.edu

Koomey J, Berard S, Sanchez M, Wong H (March 2010). "Implications of historical trends in the electrical efficiency of computing". IEEE Annals of the History of Computing. 33 (3): 46–54. CiteSeerX 10.1.1.323.9505. doi:10.1109/MAHC.2010.28. S2CID 8305701.

researchgate.net

Lourenço BC, Guimarães-Teixeira C, Flores BC, Miranda-Gonçalves V, Guimarães R, Cantante M, et al. (February 2022). "Ki67 and LSD1 Expression in Testicular Germ Cell Tumors Is Not Associated with Patient Outcome: Investigation Using a Digital Pathology Algorithm". Life. 12 (2): 264. Bibcode:2022Life...12..264L. doi:10.3390/life12020264. PMC 8875543. PMID 35207551.
- Figure 2 - available via license: Creative Commons Attribution 4.0 International

rpi.edu

idea.rpi.edu

"HEALS". Institute for Data Exploration and Applications (IDEA). nd. Retrieved 2025-05-27.

sciencemediacentre.org

"Expert reaction to study comparing physician and AI chatbot responses to patient questions". Science Media Centre. April 28, 2023.

semanticscholar.org

api.semanticscholar.org

Mullainathan S, Obermeyer Z (May 2022). "Solving medicine's data bottleneck: Nightingale Open Science". Nature Medicine. 28 (5): 897–899. doi:10.1038/s41591-022-01804-4. PMID 35534570. S2CID 248668494.
Adams SJ, Henderson RD, Yi X, Babyn P (February 2021). "Artificial Intelligence Solutions for Analysis of X-ray Images". Canadian Association of Radiologists Journal. 72 (1): 60–72. doi:10.1177/0846537120941671. PMID 32757950. S2CID 221036912.
Floridi L, Luetge C, Pagallo U, Schafer B, Valcke P, Vayena E, et al. (2019-09-01). "Key Ethical Challenges in the European Medical Information Framework". Minds and Machines. 29 (3): 355–371. doi:10.1007/s11023-018-9467-4. hdl:2318/1728336. ISSN 1572-8641. S2CID 49668711.
Liang H, Tsui BY, Ni H, Valentim CC, Baxter SL, Liu G, et al. (March 2019). "Evaluation and accurate diagnoses of pediatric diseases using artificial intelligence". Nature Medicine. 25 (3): 433–438. doi:10.1038/s41591-018-0335-9. PMID 30742121. S2CID 59945159.
Li Q, Yang X, Xu J, Guo Y, He X, Hu H, et al. (August 2023). "Early prediction of Alzheimer's disease and related dementias using real-world electronic health records". Alzheimer's & Dementia. 19 (8): 3506–3518. doi:10.1002/alz.12967. PMC 10976442. PMID 36815661. S2CID 257101613.
Eren A, Subasi A, Coskun O (February 2008). "A decision support system for telemedicine through the mobile telecommunications platform". Journal of Medical Systems. 32 (1): 31–35. doi:10.1007/s10916-007-9104-x. PMID 18333403. S2CID 11082133.
Bennett CC, Doub TW, Selove R (April 2012). "EHRs connect research and practice: Where predictive modeling, artificial intelligence, and clinical decision support intersect". Health Policy and Technology. 1 (2): 105–114. arXiv:1204.4927. doi:10.1016/j.hlpt.2012.03.001. ISSN 2211-8837. S2CID 25022446.
Zhou D, Miao L, He Y (May 2018). "Position-aware deep multi-task learning for drug-drug interaction extraction" (PDF). Artificial Intelligence in Medicine. 87: 1–8. doi:10.1016/j.artmed.2018.03.001. PMID 29559249. S2CID 3951020.
Xu B, Shi X, Yin Y, Zhao Z, Zheng W, Lin H, et al. (July 2019). "Incorporating User Generated Content for Drug Drug Interaction Extraction Based on Full Attention Mechanism". IEEE Transactions on NanoBioscience. 18 (3): 360–367. doi:10.1109/TNB.2019.2919188. PMID 31144641. S2CID 169038906.
Pivovarov R, Elhadad N (September 2015). "Automated methods for the summarization of electronic health records". Journal of the American Medical Informatics Association. 22 (5): 938–947. doi:10.1093/jamia/ocv032. PMC 4986665. PMID 25882031. S2CID 1452.
Pouke M, Häkkilä J (December 2013). "Elderly healthcare monitoring using an avatar-based 3D virtual environment". International Journal of Environmental Research and Public Health. 10 (12): 7283–7298. doi:10.3390/ijerph10127283. PMC 3881167. PMID 24351747. S2CID 18535954.
Wang H, Zu Q, Chen J, Yang Z, Ahmed MA (October 2021). "Application of Artificial Intelligence in Acute Coronary Syndrome: A Brief Literature Review". Advances in Therapy. 38 (10): 5078–5086. doi:10.1007/s12325-021-01908-2. PMID 34528221. S2CID 237522871.
Infante T, Cavaliere C, Punzo B, Grimaldi V, Salvatore M, Napoli C (December 2021). "Radiogenomics and Artificial Intelligence Approaches Applied to Cardiac Computed Tomography Angiography and Cardiac Magnetic Resonance for Precision Medicine in Coronary Heart Disease: A Systematic Review". Circulation: Cardiovascular Imaging. 14 (12): 1133–1146. doi:10.1161/CIRCIMAGING.121.013025. PMID 34915726. S2CID 245284764.
Sotirakos S, Fouda B, Mohamed Razif NA, Cribben N, Mulhall C, O'Byrne A, et al. (February 2022). "Harnessing artificial intelligence in cardiac rehabilitation, a systematic review". Future Cardiology. 18 (2): 154–164. doi:10.2217/fca-2021-0010. PMID 33860679. S2CID 233258636.
Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, et al. (February 2017). "Dermatologist-level classification of skin cancer with deep neural networks". Nature. 542 (7639): 115–118. Bibcode:2017Natur.542..115E. doi:10.1038/nature21056. PMC 8382232. PMID 28117445. S2CID 3767412.
Adamson AS, Smith A (November 2018). "Machine Learning and Health Care Disparities in Dermatology". JAMA Dermatology. 154 (11): 1247–1248. doi:10.1001/jamadermatol.2018.2348. PMID 30073260. S2CID 51907489.
Patcas R, Timofte R, Volokitin A, Agustsson E, Eliades T, Eichenberger M, et al. (August 2019). "Facial attractiveness of cleft patients: a direct comparison between artificial-intelligence-based scoring and conventional rater groups". European Journal of Orthodontics. 41 (4): 428–433. doi:10.1093/ejo/cjz007. hdl:20.500.11850/377316. PMID 30788496. S2CID 73507799.
Pierson E, Cutler DM, Leskovec J, Mullainathan S, Obermeyer Z (January 2021). "An algorithmic approach to reducing unexplained pain disparities in underserved populations". Nature Medicine. 27 (1): 136–140. doi:10.1038/s41591-020-01192-7. PMID 33442014. S2CID 256839494.
Khojaste-Sarakhsi M, Haghighi SS, Ghomi SM, Marchiori E (August 2022). "Deep learning for Alzheimer's disease diagnosis: A survey". Artificial Intelligence in Medicine. 130 (933–3657): 102332. doi:10.1016/j.artmed.2022.102332. PMID 35809971. S2CID 249633553.
Majumder A, Sen D (October 2021). "Artificial intelligence in cancer diagnostics and therapy: current perspectives". Indian Journal of Cancer. 58 (4): 481–492. doi:10.4103/ijc.IJC_399_20. PMID 34975094. S2CID 240522128.
McKinney SM, Sieniek M, Godbole V, Godwin J, Antropova N, Ashrafian H, et al. (January 2020). "International evaluation of an AI system for breast cancer screening". Nature. 577 (7788): 89–94. Bibcode:2020Natur.577...89M. doi:10.1038/s41586-019-1799-6. hdl:10044/1/76203. PMID 31894144. S2CID 209523468.
Ravindran S (April 2019). "How artificial intelligence is helping to prevent blindness". Nature. doi:10.1038/d41586-019-01111-y. PMID 32269369. S2CID 146005413.
Jurmeister P, Bockmayr M, Seegerer P, Bockmayr T, Treue D, Montavon G, et al. (September 2019). "Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases". Science Translational Medicine. 11 (509): eaaw8513. doi:10.1126/scitranslmed.aaw8513. PMID 31511427. S2CID 202564269.
Blease C, Kaptchuk TJ, Bernstein MH, Mandl KD, Halamka JD, DesRoches CM (March 2019). "Artificial Intelligence and the Future of Primary Care: Exploratory Qualitative Study of UK General Practitioners' Views". Journal of Medical Internet Research. 21 (3): e12802. doi:10.2196/12802. PMC 6446158. PMID 30892270. S2CID 59175658.
Herter WE, Khuc J, Cinà G, Knottnerus BJ, Numans ME, Wiewel MA, et al. (May 2022). "Impact of a Machine Learning-Based Decision Support System for Urinary Tract Infections: Prospective Observational Study in 36 Primary Care Practices". JMIR Medical Informatics. 10 (5): e27795. doi:10.2196/27795. PMC 9118012. PMID 35507396. S2CID 246819392.
Savage N (January 2022). "Robots rise to meet the challenge of caring for old people". Nature. 601 (7893): S8 – S10. Bibcode:2022Natur.601S...8S. doi:10.1038/d41586-022-00072-z. PMID 35046591. S2CID 246064292.
Brunn M, Diefenbacher A, Courtet P, Genieys W (August 2020). "The Future is Knocking: How Artificial Intelligence Will Fundamentally Change Psychiatry". Academic Psychiatry. 44 (4): 461–466. doi:10.1007/s40596-020-01243-8. PMID 32424706. S2CID 218682746.
Rutledge RB, Chekroud AM, Huys QJ (April 2019). "Machine learning and big data in psychiatry: toward clinical applications". Current Opinion in Neurobiology. Machine Learning, Big Data, and Neuroscience. 55: 152–159. doi:10.1016/j.conb.2019.02.006. PMID 30999271. S2CID 115202826.
Pisarchik AN, Maksimenko VA, Hramov AE (October 2019). "From Novel Technology to Novel Applications: Comment on "An Integrated Brain-Machine Interface Platform With Thousands of Channels" by Elon Musk and Neuralink". Journal of Medical Internet Research. 21 (10): e16356. doi:10.2196/16356. PMC 6914250. PMID 31674923. S2CID 207818415.
Liu X, Faes L, Kale AU, Wagner SK, Fu DJ, Bruynseels A, et al. (October 2019). "A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis". The Lancet. Digital Health. 1 (6): e271 – e297. doi:10.1016/S2589-7500(19)30123-2. PMID 33323251. S2CID 204037561.
Seifert R, Weber M, Kocakavuk E, Rischpler C, Kersting D (March 2021). "Artificial Intelligence and Machine Learning in Nuclear Medicine: Future Perspectives". Seminars in Nuclear Medicine. 51 (2): 170–177. doi:10.1053/j.semnuclmed.2020.08.003. PMID 33509373. S2CID 224863373.
Quan XI, Sanderson J (December 2018). "Understanding the Artificial Intelligence Business Ecosystem". IEEE Engineering Management Review. 46 (4): 22–25. doi:10.1109/EMR.2018.2882430. ISSN 0360-8581. S2CID 59525052.
Abou-Zahra S, Brewer J, Cooper M (2018-04-23). "Artificial Intelligence (AI) for Web Accessibility". Proceedings of the 15th International Web for All Conference. W4A '18. Lyon, France: Association for Computing Machinery. pp. 1–4. doi:10.1145/3192714.3192834. ISBN 978-1-4503-5651-0. S2CID 49863409.
Van Kolfschooten H (2022-02-01). "EU regulation of artificial intelligence: Challenges for patients' rights" (PDF). Common Market Law Review. 59 (1): 81–112. doi:10.54648/COLA2022005. ISSN 0165-0750. S2CID 248591427.
Mann S, Berdahl CT, Baker L, Girosi F (October 2022). "Artificial intelligence applications used in the clinical response to COVID-19: A scoping review". PLOS Digital Health. 1 (10): e0000132. doi:10.2196/42936. PMC 11041459. PMID 38875587. S2CID 256681439.
Nordling L (September 2019). "A fairer way forward for AI in health care". Nature. 573 (7775): S103 – S105. Bibcode:2019Natur.573S.103N. doi:10.1038/d41586-019-02872-2. PMID 31554993. S2CID 202749329.
Pumplun L, Fecho M, Wahl N, Peters F, Buxmann P (October 2021). "Adoption of Machine Learning Systems for Medical Diagnostics in Clinics: Qualitative Interview Study". Journal of Medical Internet Research. 23 (10): e29301. doi:10.2196/29301. PMC 8556641. PMID 34652275. S2CID 238990562.
Maclin PS, Dempsey J, Brooks J, Rand J (February 1991). "Using neural networks to diagnose cancer". Journal of Medical Systems. 15 (1): 11–19. doi:10.1007/bf00993877. PMID 1748845. S2CID 10189561.
Koomey J, Berard S, Sanchez M, Wong H (March 2010). "Implications of historical trends in the electrical efficiency of computing". IEEE Annals of the History of Computing. 33 (3): 46–54. CiteSeerX 10.1.1.323.9505. doi:10.1109/MAHC.2010.28. S2CID 8305701.
Jha AK, DesRoches CM, Campbell EG, Donelan K, Rao SR, Ferris TG, et al. (April 2009). "Use of electronic health records in U.S. hospitals". The New England Journal of Medicine. 360 (16): 1628–1638. doi:10.1056/NEJMsa0900592. PMID 19321858. S2CID 19914056.

sigmoidal.io

"Artificial Intelligence and Machine Learning for Healthcare". Sigmoidal. 21 December 2017. Archived from the original on 17 August 2020. Retrieved 26 March 2018.

somib.org.mx

memorias.somib.org.mx

Garza-Galicia, M., Sosa, M., Low, R., & Simini, F. (2017). Enseñanza de un Programa de Ortesis Mental Clínica: Experiencia con Estudiantes de Medicina en Uruguay. Memorias Del Congreso Nacional De Ingeniería Biomédica, 4(1), 91–94. Retrieved from: http://memorias.somib.org.mx/index.php/memorias/article/view/221 Archived 2021-08-13 at the Wayback Machine

springer.com

link.springer.com

Aghamohammadi M, Madan M, Hong JK, Watson I (2019). "Predicting Heart Attack Through Explainable Artificial Intelligence". In Rodrigues JM, Cardoso PJ, Monteiro J, Lam R, Krzhizhanovskaya VV, Lees MH, Dongarra JJ, Sloot PM (eds.). Computational Science – ICCS 2019. Lecture Notes in Computer Science. Vol. 11537. Cham: Springer International Publishing. pp. 633–645. doi:10.1007/978-3-030-22741-8_45. ISBN 978-3-030-22741-8.
Nguyen HD, Clément M, Mansencal B, Coupé P (21 September 2021). Deep Grading Based on Collective Artificial Intelligence for AD Diagnosis and Prognosis. Interpretability of Machine Intelligence in Medical Image Computing, and Topological Data Analysis and Its Applications for Medical Data. Springer, Cham. pp. 24–33. arXiv:2211.15192. doi:10.1007/978-3-030-87444-5_3.

statnews.com

Ross C, Swetlitz I (September 5, 2017). "IBM pitched its Watson supercomputer as a revolution in cancer care. It's nowhere close". Stat.

technologyreview.com

"AI could make health care fairer—by helping us believe what patients say". MIT Technology Review. Retrieved 2023-06-03.
Heaven WD (November 12, 2020). "AI is wrestling with a replication crisis". MIT Technology Review.

thecvf.com

openaccess.thecvf.com

Georgescu MI, Ionescu RT, Miron AI, Savencu O, Ristea NC, Verga N, et al. (2023). Multimodal Multi-Head Convolutional Attention With Various Kernel Sizes for Medical Image Super-Resolution (Report). IEEE/CVF Winter Conference on Applications of Computer Vision. pp. 2195–2205.

theguardian.com

"'He checks in on me more than my friends and family': can AI therapists do better than the real thing?". The Guardian. 2024-03-02. ISSN 0261-3077. Retrieved 2025-04-29.
"Computer learns to detect skin cancer more accurately than doctors". The Guardian. 29 May 2018.
Aratani L (2023-05-31). "US eating disorder helpline takes down AI chatbot over harmful advice". The Guardian. ISSN 0261-3077. Retrieved 2023-06-01.

time.com

Ducharme J (2023-10-04). "Can AI Chatbots Ever Replace Human Therapists?". TIME. Retrieved 2025-04-29.

ucl.ac.uk

discovery.ucl.ac.uk

Rutledge RB, Chekroud AM, Huys QJ (April 2019). "Machine learning and big data in psychiatry: toward clinical applications". Current Opinion in Neurobiology. Machine Learning, Big Data, and Neuroscience. 55: 152–159. doi:10.1016/j.conb.2019.02.006. PMID 30999271. S2CID 115202826.

umich.edu

deepblue.lib.umich.edu

Lindsay RK, Buchanan BG, Feigenbaum EA, Lederberg J (1993). "DENDRAL: a case study of the first expert system for scientific hypothesis formation". Artificial Intelligence. 61 (2): 209–261. doi:10.1016/0004-3702(93)90068-m. hdl:2027.42/30758.

unirioja.es

dialnet.unirioja.es

Medrano IH, Guijarro JT, Belda C, Ureña A, Salcedo I, Anke LE, et al. (2018). "Savana: Re-using Electronic Health Records with Artificial Intelligence". International Journal of Interactive Multimedia and Artificial Intelligence. 4 (7): 8–12. doi:10.9781/ijimai.2017.03.001. ISSN 1989-1660.

usc.edu

adni.loni.usc.edu

"About ADNI". 2017. Retrieved October 30, 2023.

warwick.ac.uk

wrap.warwick.ac.uk

Zhou D, Miao L, He Y (May 2018). "Position-aware deep multi-task learning for drug-drug interaction extraction" (PDF). Artificial Intelligence in Medicine. 87: 1–8. doi:10.1016/j.artmed.2018.03.001. PMID 29559249. S2CID 3951020.

web.archive.org

Garza-Galicia, M., Sosa, M., Low, R., & Simini, F. (2017). Enseñanza de un Programa de Ortesis Mental Clínica: Experiencia con Estudiantes de Medicina en Uruguay. Memorias Del Congreso Nacional De Ingeniería Biomédica, 4(1), 91–94. Retrieved from: http://memorias.somib.org.mx/index.php/memorias/article/view/221 Archived 2021-08-13 at the Wayback Machine
Office of the Commissioner (2020-03-24). "FDA permits marketing of artificial intelligence-based device to detect certain diabetes-related eye problems". FDA. Archived from the original on May 1, 2019. Retrieved 2023-02-11.
Banko M, Brill E (July 2001). "Scaling to very very large corpora for natural language disambiguation" (PDF). Proceedings of the 39th Annual Meeting on Association for Computational Linguistics. Association for Computational Linguistics: 26–33. Archived from the original (PDF) on 2019-04-07. Retrieved 2019-04-07.
"Artificial Intelligence and Machine Learning for Healthcare". Sigmoidal. 21 December 2017. Archived from the original on 17 August 2020. Retrieved 26 March 2018.

wired.co.uk

Kobie N (1 January 2020). "DeepMind's new AI can spot breast cancer just as well as your doctor". Wired. Retrieved 1 January 2020.

wired.com

Simonite T (June 21, 2021). "An Algorithm That Predicts Deadly Infections Is Often Flawed". Wired Magazine.
Simonite T (October 24, 2019). "A health care algorithm offered less care to black patients". Wired Magazine.

worldcat.org

search.worldcat.org

Floridi L, Luetge C, Pagallo U, Schafer B, Valcke P, Vayena E, et al. (2019-09-01). "Key Ethical Challenges in the European Medical Information Framework". Minds and Machines. 29 (3): 355–371. doi:10.1007/s11023-018-9467-4. hdl:2318/1728336. ISSN 1572-8641. S2CID 49668711.
Medrano IH, Guijarro JT, Belda C, Ureña A, Salcedo I, Anke LE, et al. (2018). "Savana: Re-using Electronic Health Records with Artificial Intelligence". International Journal of Interactive Multimedia and Artificial Intelligence. 4 (7): 8–12. doi:10.9781/ijimai.2017.03.001. ISSN 1989-1660.
Bennett CC, Doub TW, Selove R (April 2012). "EHRs connect research and practice: Where predictive modeling, artificial intelligence, and clinical decision support intersect". Health Policy and Technology. 1 (2): 105–114. arXiv:1204.4927. doi:10.1016/j.hlpt.2012.03.001. ISSN 2211-8837. S2CID 25022446.
"AI chatbots are here to help with your mental health, despite limited evidence they work". The Economic Times. March 23, 2024. ISSN 0013-0389. Retrieved 2025-04-29.
"'He checks in on me more than my friends and family': can AI therapists do better than the real thing?". The Guardian. 2024-03-02. ISSN 0261-3077. Retrieved 2025-04-29.
Bax M, Thorpe J, Romanov V (December 2023). "The future of personalized cardiovascular medicine demands 3D and 4D printing, stem cells, and artificial intelligence". Frontiers in Sensors. 4. doi:10.3389/fsens.2023.1294721. ISSN 2673-5067.
Aratani L (2023-05-31). "US eating disorder helpline takes down AI chatbot over harmful advice". The Guardian. ISSN 0261-3077. Retrieved 2023-06-01.
Erh-Chun, Shan L, Chan P (2023-10-01). "How Artificial Intelligence is Transforming Agriculture". Review of Business Research. 23 (1): 59–70. doi:10.18374/rbr-23-1.6. ISSN 1546-2609.
Choi D, Mirbod O, Ilodibe U, Kinsey S (2023-11-09). "Understanding Artificial Intelligence: What It Is and How It Is Used in Agriculture". EDIS. 2023 (6). doi:10.32473/edis-ae589-2023. ISSN 2576-0009.
Vora LK, Gholap AD, Jetha K, Thakur RR, Solanki HK, Chavda VP (2023-07-10). "Artificial Intelligence in Pharmaceutical Technology and Drug Delivery Design". Pharmaceutics. 15 (7): 1916. doi:10.3390/pharmaceutics15071916. ISSN 1999-4923. PMC 10385763. PMID 37514102.
Quan XI, Sanderson J (December 2018). "Understanding the Artificial Intelligence Business Ecosystem". IEEE Engineering Management Review. 46 (4): 22–25. doi:10.1109/EMR.2018.2882430. ISSN 0360-8581. S2CID 59525052.
Carpenter J (2021-04-07). "Meet the Chatbots That Might Manage Your Money One Day". Wall Street Journal. ISSN 0099-9660. Retrieved 2022-06-30.
Van Kolfschooten H (2022-02-01). "EU regulation of artificial intelligence: Challenges for patients' rights" (PDF). Common Market Law Review. 59 (1): 81–112. doi:10.54648/COLA2022005. ISSN 0165-0750. S2CID 248591427.
Evans M, Mathews AW (2019-10-24). "Researchers Find Racial Bias in Hospital Algorithm". Wall Street Journal. ISSN 0099-9660. Retrieved 2023-06-03.

wsj.com

Carpenter J (2021-04-07). "Meet the Chatbots That Might Manage Your Money One Day". Wall Street Journal. ISSN 0099-9660. Retrieved 2022-06-30.
Evans M, Mathews AW (2019-10-24). "Researchers Find Racial Bias in Hospital Algorithm". Wall Street Journal. ISSN 0099-9660. Retrieved 2023-06-03.

yale.edu

medicine.yale.edu

Backman I. "Eliminating Racial Bias in Health Care AI: Expert Panel Offers Guidelines". medicine.yale.edu. Retrieved 2025-02-28.

zdnet.com

Tung L (September 20, 2016). "Microsoft's next big AI project? Helping 'solve' cancer". ZDNET. Retrieved 2024-01-28.